TW494331B - Method and apparatus for automatically allocating staffing - Google Patents

Abstract

The present invention provides a method using a computer to estimate staffing required for a present patient population. The computer operates upon data related to various characteristics regarding the present patient population, such as age, sex, and physical ailment, along with data related to a representative past patient population having similar characteristics and resources allocated to that past patient population, including staffing levels, that were required to care for the past patent population. Using the past patient characteristics and associated allocated resources as a guide, models are created that describe the correlation between that past patient population and the allocated resources. Thereafter, the models are used to determine the staffing levels required to adequately care for the present patient population.

Description

A7 A7 Consumer Cooperatives' Seal of the Intellectual Property Bureau of the Ministry of Economic Affairs? 5. Description of the Invention (I) The present invention relates to a method and device for automatically allocating personnel, and more particularly to a method for automatically allocating personnel in a healthy medical environment. The method can also be used to automatically and accurately adjust workload data, especially to automatically and accurately adjust workload data in a healthy medical environment. Effective management and use of resources in modern business is a continuous challenge. Households such as doctors, nurses, and technicians are included in the health care environment: if there are too many staff members of different classes, it will take more resources than necessary. But with too few people, you can't get everything done instantly. Therefore, in a health care center, if there is insufficient staff, patient care may be compromised and quality deteriorated. However, the 'if there are too many' resources cannot be used effectively. Medical care is difficult because the amount of work required to care for a patient depends on the degree of illness and illness. In addition, in many business environments, work changes from time to time. In Ji Kang's medical environment, for example, the sudden entry of a patient often drastically changes the manpower required. This change in work makes it difficult to decide on the right person at any time. A conventional solution to this problem is to use a stepped level to determine the class of people. The staff floor is usually established by a full-time equivalent allocation of the work assignment considered. This class of personnel is redefined by a knowledgeable supervisor who measures the manpower required for the area in which the principal is responsible and expects some minor changes. The final adjustment is to call for additional personnel at the same time to respond to unexpected needs, or to reduce overestimated personnel. The change in the bottom line and the final adjustment is obvious because of its subjectivity. The regularity of personnel depends on the experience of decision makers and is therefore biased. This paper size applies to China National Standard (CNS) A4 specification (210 X 297 mm) --- ----- ^ ---- Order --------- line ♦ 丨 丨 One (please first Read the notes on the back and fill in this page) A7 A7 V. Description of the invention (2), so “/ Jinsu must be a device and method”, which is more effective and objective in manpower. The other devices and methods are required to precisely adjust the patient population, so that the amount of work actually used to care for the patients can be compared. An object of the present invention is to prepare a device and method which can allocate human resources more efficiently. The other purpose of # month is to use statistics about past workload to estimate the manpower required to perform the current operation. Another object of the present invention is to use a computer to estimate the manpower required. Another objective of the present invention is to prepare a human resource that can effectively allocate a changing number of patients in a health care environment. The other purpose of this book is to use the manpower required to estimate the current patient's workload based on the characteristics of the past patient, how to work, and wash the ingredients. Another object of the present invention is to use a computer to estimate the current manpower required by the patient population. Another object of the present invention is to provide a device and method for comparing workloads of different patient populations. Another object of the present invention is to use the information about past and reference workloads to determine the medical throughput. ° Another purpose of the present invention is to use a computer to determine the precise adjustment of the workload and throughput. Another purpose of this month is to prepare a more accurate device and method for analyzing throughput. In order to achieve the above-mentioned object of the invention, "the present invention prepares-a device and method for estimating manpower", it uses a computer to estimate the required manpower x 297 mm) ^ --- (Please read the precautions on the back before (Fill in this page) The size of the paper used by the worker is suitable for the family standard (CNS) A4 (2ll. Line-

A7 A7 V. Description of the invention (3) Printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs B7 This computer stores various difficulties related to the work currently being performed, as well as the estimated factors that have been completed and the immediate and available resources. Assessing factors in the work allocation of ⑭ ^ and the related allocation of resources as a guide, you can establish a relationship between ㈣ past work = assigned resources. Since then, the model has determined the human class for the previous job. In a preferred embodiment, the computer will have information about the current patient population, such as age, sex, condition, and similar characteristics and resources assigned to past patient populations-representative past patient population information includes The human class needed to care for the past patient population is in memory. Using expected patient characteristics and related resource allocation as a guide, a model describing the relevance of the patient population and resource allocation in the past can be established. It is then used to determine the level of staff sufficient to care for the current patient population. In addition, the present invention allows the estimation of the personnel level to depend on several factors, such as local practices, to adjust the adjustment of workload allocation, the changes required for the use of resources, and readjustment due to new data obtained from recently completed work. By using the data obtained from past and current workloads, the present invention can make accurate estimates of manpower requirements to more appropriately match the current manpower requirements of a known location. By using past patient and workload data, the present invention can accurately adjust past data for patient characteristics and make an objective assessment of the manpower production required to care for the past patient population. The above and other objects, features, and advantages of the present invention will be described below by way of example embodiments in conjunction with drawings, wherein similar reference numerals are used for specimen paper dimensions to apply Chinese National Standard (CNS) A4 specifications (210 X 297 mm)

· Γ% Ι—Ί fee ---- l · --- order --------- line ^.! ·! F Please read the notes on the back before filling this page) 6 V. Description of the invention (4) shows similar parts, where: ^ is a computer system that can have the present invention; FIG.-Is a flowchart of the method of the present invention to create a model based on the past patient population; and, -Θ is a flow chart used to estimate the manpower required to support a current patient population. FIG. 1 is a _ Yuzuo manpower allocation system 依据 according to the present invention. As shown in the figure, the system is well constructed to form a connected computer, which has several computers no for input and processing of shellfish input. As known, each computer is preferably connected with some kind of internal network so that each computer 11 () can access a central database containing the data used by the present invention via the server m! 30, in order to obtain the necessary manpower allocation. The central database 30 does not need to be a single database, it can be regarded as several databases that the server 12 or the computer 11 can access to obtain the necessary information. Another part of the manpower allocation system 100 according to the present invention is an application software on the computer 110 or the server 120. As is known, a processor associated with one of the computer 110 or the server 120 executes program instructions including features of the present invention. It should be understood that the system 100 can be modified differently without departing from the scope of the present invention. The manpower deployment system according to the present invention has three features. The first feature of the system is the use of completed work 'estimated factors related to this completed work and the allocation of resources related to the completed work to create a model that describes the relationship between past work and the allocation of resources required to complete the work. A second feature of the present invention is to use a creative model to estimate the resource allocation required to complete a current job, or work that can be completed with a given resource allocation. The first paper size of the present invention applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 494331 Printed by the Consumers ’Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs A7 B7 V. Description of the invention (5) Three characteristics are based on a new Or change the information to update the created model. These features will be described in detail below. Before talking about a special embodiment of the present invention of a medical environment, especially a hospital, it must be understood that the present invention can be applied to other environments different from the medical environment and human requirements. In a medical environment, each patient can be considered to have a workload associated with that patient. Certain characteristics of a patient represent the workload required by the patient. Therefore, the following preferred embodiments will describe the present invention regarding the manpower required in a hospital, but it should be understood that the present invention is applicable to other working environments. Several words used in this article must be understood first. The word "work," or "counting the day," is related to the work to be done, such as all work related to caring for a given patient. This word is different from "work load", which is related to the allocation of resources required to complete the work, or In this particular embodiment, it refers to the allocation of resources required to properly take care of the patient. Because of the above, the preferred embodiment of the present invention will be explained in conjunction with work performed in a hospital environment and related manpower. However, the background is provided first The description is helpful to understand the system implemented by the preferred embodiment of the present invention. In a hospital, a 'patient can be regarded as requiring a variety of different personnel to allocate different time (workload) to the patient to properly care for him. Since in general The data are stored for individual patients. The inventor of the present invention found that treating patients as different people in the hospital, such as doctors, nurses, administrators, phlebotomy technicians, and a certain workload of laboratory technicians, is different from these. Personnel is related to the workload unit or work unit required to take care of the patient. The workload unit can be divided into technical layers , Such as nursing, administrative, and venous cutting paper standards are applicable to China National Standard (CNS) A4 specifications (210 X 297 mm) ----- 1 — ^ 丨 · --M ----- ^ 丨 — 丨Order · --------— Awl 11 (Please read the notes on the back before filling in this page)

J 494331 A7 B7 V. Description of the invention (6) Opening, inspection technology, etc., or it can be the entire workload unit in any required unit 'as long as it is workload reference data stored in the reference database. A typical cost center of an acute medical hospital is provided in Table 1, indicating that almost ----- LIII order --------- line (please read the precautions on the back before filling this page) is globally consistent Kind of workload data. Table 1-Center Names Intensive Care Unit IV Therapy Telemetry Care Unit Respiratory Therapy Care Unit A Physical Therapy Care Unit B Cardiac Rehabilitation Treatment Care Unit C Physical Rehabilitation Treatment Pediatric Occupational Rehabilitation Treatment Psychiatric OB / GYN Hand Rehabilitation Center Section Second Stage Nursing Station Pain Management Rehabilitation Center Home Nursing Center Health Care Disturbance Communication Center Immediate Surgical Emergency Service Endoscopy ER Registration Recovery Room Emergency Center Tumor Surgery Patient Service MR1 Scan Occupational Diagnosis Infertility Health Care Center Planning Central allocation CT scan clinic examination room Cardiac abnormality examination room counter Pediatric clinic Discharge venous incision Nursing clinic technician Food service supervision chemistry Central allocation-Sheet technicians Social service technicians Supervise basement microscopy safety personnel technicians Cleaners technical experts VIP Service Supervision Plant Maintenance Ding Blood Bank-Biochemical Medicine Maintenance ___ This paper size applies to China National Standard (CNS) A4 (210 X 297 mm) 9 494331 A7 B7 Economy Printed by the Intellectual Property Bureau's Consumer Cooperatives V. Invention Description (7) General Accounting for Technicians' ~~: Technical Expert Patient Accounting 丨 Supervising and Inquiring Service Blood Analysis Technician Admission | Technical Expert Administration Supervising Patient Relations 丨 Urine Analysis Outside Service 1 Technician j Technical expert Public relations supervision assistant staff Computer service Volunteer service Administration Pathology Medical library Pulmonary function medical records EKG Equipment review EEG Photocopying Radiology hospital director Ultrasound care station Atomic medical agents such as the cost center of the clinic examination room Segmentation. This method is described above for the clinic examination room. Therefore, the collected and estimated workload unit can be the workload of the patient, the clinic laboratory, the workload of the microbiological staff, or the workload of the microbiological technician. The entire workload is similar to the detailed level, which is applicable to the table! Each of the above cost centers. The levels of this detail are all blocks of information. The detailed block data includes a large amount of details, while the coarse block data has correspondingly less details. Segmented block data is available for the entire device to allow more detailed estimates. In addition, several characteristics associated with each patient potentially represent the workload of different personnel that may be required. These potentially representative characteristics include, for example, age'sex, such as postal code and population factors of insurance payers, the original paper size of the patient applies the Chinese National Standard (CNS) A4 specification (210 X 297 public love) 10 ---- -rl—ρί --— ----- r --- Order --------- line --- J {Please read the notes on the back before filling in this page) 丄 A: Wisdom of the Ministry of Economic Affairs Printed by the Consumer Cooperative of the Property Bureau V. Invention Description (8) 'Surgery (if any) in progress, as well as ICW diagnostic code, program code ·'-test results, past and past responses reflected in the current physiological evaluation of care Beta scallop material. In addition, if there is past admission, you can move the patient to take care of, prescribe medicine, ",,, etc. The past data can be used as an estimate of the current job requirements. / Stomach estimation characteristics can be used to estimate the day or The shift time is the amount of work required by the unit when a medical event occurs. II 帛 2 The figure is based on the present invention-model created by the past patient population: the method-flow chart. First, the entire method is described. Next, we will explain the steps. F. Before we create this method, we need to understand that many such models are basically required to explain a complete patient population. Therefore, we create many different models, each with its own creative model. Highlight the need for a person to relate to a particular type of patient. Next select an appropriate model from a number of models based on the characteristics of the target patient. In step 200, a reference data set includes case data related to a past patient population, Make it processor-operable. As known, this data set is called the training set. In particular, the reference data set P is basically an output data set, such as the workload unit改良 _92 output data set. Other financial and clinical data can also be connected to this data set, as described below. The output data set includes fields related to patient demographics and the characteristics of this case in medical care. The work is connected to a The workload unit of the patient-specific output data set may include detailed work unit descriptions or summary descriptions. In fact, multiple detailed work descriptions are provided, such as the above-mentioned nursing, clinical, etc., and their time division, such as the first The first working class of the day, the second working class of the first day, etc. Alternatively, there may be only a single total value of the work unit, which is based on all the block levels in the data -------- I ----- --- (Please read the notes on the back before filling out this page). --Line- -ϋ nn. This paper size applies to China National Standard (CNS) A4 (210 X 297 mm) 11 Printed by the Employees' Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs 494331 A7 ______ Β7 _ V. The invention description (9) and the model and the level of the block required for the estimation are determined. It is a single output disease with an example of a connected workload unit One example output data is shown in Table 2 below, and this table contains the abbreviations and descriptions of a field example group related to a single patient. Annex A provides a comparison of these and other example fields related to the output data group. Detailed description.

Table Π HOSP ID Hospital name HOSP CNTY The town where the hospital is located DC DATE Discharged Pat ID DOB Patient name AGE YRS Birth AGE MOS Age in years AGE DAYS Age in months SEX Age in days RACE Gender ZIPCODE COUNTY PAYORl -n Race postal code ADM DOW Town ADM TYPE Payer ADM FROM Admission Day DC DISPO Admission Type HOSP SRVC Where Admitted MD ATTEND Discharge Status MD ~ PR0C1 LOS Hospital Services SA LOS Attending Physician DRG Procedure Physician MDC Accurate DX1 DX12 During Hospitalization Adjust the length of hospital stay PROC1 PROC8 DRG RPC1 DAY1 Main diagnosis classification APGAR 5MIN ICD-9-CM diagnostic code BIRTH WT DRG ORIG ICD-9-CM program code SEVERITY Single program CHARGE TOT 5 points S Child APGAR score SA CHARGE Birth Weight COST TOT DRG assigned by the medical institution This paper size applies to China National Standard (CNS) A4 (210 X 297 mm) 12 ----- ί 丨, ---- 7141 ^ ---- l · --- Order --------- line (please read the precautions on the back before filling this page) 494331 A7 B7 V. Description of Invention (1G) SA COST Exact score COST DIR Full cost SA COSTDIR ADM SVRTY Precise adjustment cost A1 A12 Full cost | AUDIT Full adjustment cost LINKS 1-n All direct costs DEATH Direct cost for precise adjustment MCARE DGR Severe conditions at admission MCARE RISK Out Diagnose MCAID PERD Account Status on Admission Banner MCAID RISK COMM PERD Connect with other data groups COMM ~ RISK Death during hospitalization UNINSURED Medical Insurance DRG NEWBORN Day Medicaid Calculated Daily OB Medicaid Crisis CARDIAC Calculated Business profit PSYCH Business crisis C SECTION Uninsured DC HOME DC ~ HERE Newborn FROM HERE Obstetric case medical FROM ER Myocardial case medical EXP LOS Psychological case medical EXP ~ CHARGE Part C EXP COST during case medicine Discharge home HOST TYPE Transfer to other departments HOSP ~ SYS PAY TYPE Transfer from other departments to DRG ~ RDRG Transfer from emergency room to DRG ~ APPDRG Expected length of hospital stay SEV—RDRG Expected cost SEV APRDRG Expected cost ECODE1-ECODE3 Hospital type WORK Cl-WORK Cn Hospital 糸WORKWORK CT Payment Type UNUSED 1-UNUSED n R-DRG assigned by R-DRG classification APR-DRG assigned by APR-DRG classification R-DRG severity APR-DRG severity I special mental diagnostic code according to the workload unit of the present invention The additional field of the total workload of the invention -------------- installation --- (Please read the Jiang Yi matters on the back before filling out this page) --- The paper size applies to Chinese national standards (CNS) A4 size (210 X 297 mm) 13 A7

V. Description of the invention (11) Some fields of δ such as age and gender printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economics are basically on the output data group, and the content of the fields in the output data group depends on the patient's reason for staying in the hospital It is different, and the cases that cause the medical characteristics are different from each other. Other fields that exist in the patient output data set are provided in the table in Annex VIII 'These example fields are described with an example data dictionary. The output data set also includes or is connected to other data sets, or includes a data set such as blood glucose, white blood cells, or red blood cell test results, or a data set that includes medicines, such as the drug name, dosage, and medication list, or A data set that includes psychometric data such as blood pressure, breathing rate or temperature, and other data sets that include similar data collected in a hospital medical case. The export data group can also include data on multiple medical cases that were taken care of by patients who were hospitalized more than once during the period covered by the data group, and can be linked to data on discharged patients and patients who do not need to stay in bed, insurance information, and medical related information . The output of the entire population of patients for one year or more by a medical system or a hospital makes the number of patients in the past large enough to prepare a sufficient workload estimate for different types of patients. If necessary, add cases to the reference. For example, if a reference data group is obtained from a general hospital, and the daily neurosurgery population of a hospital is not reflected in the prepared reference data group, an additional source of representative neurosurgical cases can be added References. This allows the reference material to be closer to the typical patient population of a hospital in which manpower needs to be assessed. This paper size is applicable to China Lai Jia Standard (CNS) A4 Regulations (21G X 297 Public Love) 14 r IM ----- r --- ^ --------- ^ —Aw. (Please First read the back of the page; i, then fill in page I) 5. Description of the invention (u) .. ,, 〇, the total number of patients with similar characteristics. This classification: by program, diagnosis or other characteristics. Because of its content and a wide range of uses, it is possible to use the DIG, DR, and DRG as the diagnostic phase group (DRG) points #: = EG, APR • Na, r_drg, apg, or similar ^ with a source of two σσ. The processor associated with computer 1] G- performs this classification by using extended money that results in the early output of patients and the relevance of data corresponding to a particular group. However, it should be noted that if the overall classification is different, a single outpatient can be associated with multiple groups. In order to simplify the following discussion, the parameters used to establish these groups will be referred to as "DRcr parameters, but they can be virtually any selection criteria. Therefore, for example, there is an output data group on the table 卿Assignment group. By identifying the DRG field in this output data set, computer 11 can select all cases related to the ⑽g group from the output data. Therefore, for example, all patients assigned to drgi27 ~ Seen as a single group to develop a workload estimation model for patients admitted with heart disease and shock. Then, in steps 2; 12, using the established group, the computer operates on all output patient cases, and Identify the appropriate group for all of these cases. This step can be performed in many different ways, such as adding the group field to an existing-special output patient data set, or entering all patients in a group into another-data file No matter how it is executed, several different groups will be established, each group has different parameters, such as wDrg parameter. Then, in step 214, the computer 11 will be for each group Select a set of candidate predictors. People who know this group are considered to be the best candidates to perform or monitor this selection step or evaluation result. For most groups, ^ 4331 A7 B7 V. Invention Explanation (丨 3) ^ The iL factor includes gender, age, etc., but other patient characteristics can also be used as an estimation factor, including insurance payer, postal code, diagnosis, admission temperature, etc. In addition to age and gender, the most common factors are: The predictor of strength is ICD-9-CM #off, because it has been widely used as a diagnostic tool. Other diagnostic criteria can also be used, but it is best to use the definition of the criterion. Candidate predictors for different numbers of groups can be used , Generally dozens or hundreds of candidate factors. As part of the candidate estimation, the next step is 2 1 6, where some candidate estimation factors can be grouped together to form a pooled candidate estimation. This operation is to make the existence of one of the candidate predictive factors for any cluster ^ a representation of the appearance of the predictive factor. For example, ICD-9-CM code 412 and V45.82 are "a History of acute coronary embolism, and ' 'A history of myocardial infarction'. These two codes can be used as individual candidate predictors, and they can also be clustered into cluster candidate predictors, such as c 1 001. The group can be determined according to clinical standards, or can be based on any It depends on other interested standards. An example of the candidate predictive factors for a group is shown in Table m. ^ --- H ----- r --- order --------- line ^ __ wi (Please read the precautions on the back before filling out this page) Printed on the paper standard KCNS) A4 size (210 >: 297 public love) printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs ------- -1 〇- 494331 A: _B7 V. Description of invention (14) Printing of clothing by employees' cooperatives in the Intellectual Property Bureau of the Ministry of Economic Affairs

Table m Shima name group 4011 BENIGN HYPERTENSION 4019 HYPERTENSION NOS CL0003 402 HYPERTENSIVE HEARTDIS CL0011 4020 MAL HYPERTENSIVE HRTDIS CL0011 40200 MAL HYPERTEN HRT DIS NOS CL0011 40201 MAL HYPERT HRT DIS W CHF CL0011 40TEN HENBRI HYDIS 40211 BENIGN HYP HRT DIS W CHF CL0011 4029 HYPERTENSIVE HRT DIS NOS CL0011 40290 HYPERTENSIVE HRT DIS NOS CL0011 40291 HYPERTEN HEART DIS W CHF CL0011 403 HYPERTENSIVE RENAL DIS 4030 MAL HYPERTENS RENAL DIS 40300 HTN MALIG MALIG MALIG MALIF BENIGN HYPERT RENAL IDS 40310 BEN HTN REN DIS W / O FAIL 40311 BEN HTN REN DIS W / O FAIL CL014F 4039 HYPERTENS RENAL DIS NOS 40390 UNSPC HTN RENAL W / O FAIL 40391 UNSPC HTN RENAL W / FAILAL CL014F 404 HYPERTENART HE 4040 MAL HYPERT HRT / RENAL DIS 40400 HTN HRT / REN W / O CHF / FAIL 40401 HTN HEART / REN W / CHR MAL 40402 MAL HTN HRT / REN W / FAILUR CL014F 40403 HTN HRT / REN W / CHF. FAILUR CL014F 4041 BEN HYPERT HRT / RENAL DIS 40410 BEN HTN HRT / REN W / O FAIL 40411 BEN HTN HRT / REN W / CHF 40412 BEN HTN HRT / REN W / FAILUR CL014F 40413 BEN HRT / REN W / CHR FAILUR CL014F 4049 HYPERT HRT / RENAL DIS NOS 40490 UNSPC HTN HRT / REN DIS ------------- install ----- r --- order --------- line (please read the back of tt first) Please note this page before filling in this page) This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 17 494331 V. Description of the invention (is as shown, corresponding to ICD_9_CM code 40L4020 40200 4WW, 4〇2 The clinical criteria of 40210 '4021, 4029, 4029 and 40291 are candidate predictors. They are clustered together to form a cluster of candidate predictors, labeled CL0011. Thereafter, step 2 1 8 begins to select candidate predictors from the group that will be used as the actual predictors. With thousands of ICD-9-CM codes, license codes, and many other possible patient characteristics, can be clustered together, so that a large candidate-related predictor appears. The selection of the predictor from these candidates can be done automatically by a computer or interactively by the operator. The automatic processing is similar to the interactive method described below. When starting to select the actual predictive factors, each candidate predictive factor of each output data group includes the presence or absence of the cluster candidate predictive factors and is written first. In detail, _ brain is each candidate predictive factor, such as individual diagnosis or cluster diagnosis such as cl〇〇i generates a form, which appears due to the candidate predictive factor (number) and dwell time >, short, and workload Unit The average unit of workload for the patient-related consultation process. The summary of the estimated factors is shown in Table 4. Multi-Director Selecting the Chief Electrician (Please read the notes on the back before filling this page) Not printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs

494331 A7 B7 V. Description of the invention (16) Table 4 Printed diagnostic names of employees' cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs 41071 SUBEND0AMI / 1S Ding EPISODE 41401 AMI.FIRST EPISODE. NOS 773 2720 PURE HYPERCHOLESTEROLEOLEM 161 496 CHR AIR WAY OBSTRUCT NEC 78 41001 AMI A / L WALL / 1S Ding EPISODE 66 4281 LEFT HEART FAILURE 9 78551 CARDIOGENIC SHOCK 52 42741 VENTRICULAR FIBRILLATION 42 5990 URIN TRACT INEECTION NOS 48 0414 E. COLI INFECT NOS 23 40291 HYPERTEN HEART DIS W CHF 17 4439 PERIPH VASCULAR DIS NOS AMI NOS 52 41041 AMI INF WALL / 1 ST EPISODE 284 4011 BENIGN HYPERTENSION 9 4110 POST MI SYNDROME 10 4254 PRIM CARDIOMYOPATHY NEC 14 42731 ATRIAL FIBRILLATION 151 4589 HYPOTENSION NOS 71 9981 HEMORRCOMP CARCEDURE 30 2851 AC POSTHEMOROX 1275 POSTHEMOX 1 TACHYCARD 97 41402 83 49390 ASTHMA W / O STATUS ASTHM 12 Estimated hospital stay 396 6 6 5 6 6 10 6 6 8 7 7 7 7 7 5 4 6 6 7 6 6 10 6 7 7 Work unit quantity group 28670 327% 27470 31748 CL001 32227 46131 45371 40744 32272 29506 28794 CL001 34236 CL001 30591 33062 21271 28500 29185 39949 32617 35651 63795 34299 38100 39369 39748 CL000 ------------- Install -----: ---- Order ----------- --Line (please read the precautions on the back before filling this page) This paper size applies to China National Standard (CNS) A4 (210 X 297 mm) 19 494331 V. Description of Invention (π) Employees of Intellectual Property Bureau, Ministry of Economic Affairs Consumption cooperatives print # The author can check the table and actively select candidate predictors until a suitable number is found. Alternatively, the candidate predictive factor can be automatically based on preset criteria, such as the number of events, and measurement values such as (event * work early) to emphasize factors with a large overall effect, or (average work unit work Unit) 2 factor to emphasize extreme values. Other predictors can be added automatically or manually. Some of these factors can be selected based on the clinical condition of the patient. For example, pre-existing patients who are assigned to a certain patient group can increase the choice of evaluators to include from seeing a doctor to taking antibiotics, intravenous biotin, presentation of white blood cell counts, and identification of infection mechanisms. 1. Patients with coronary arterial embolism require thromboembolism. Peak blood creatine kinase MD band strength (a test) and chronic coumadin use are selected as candidate predictors. And an obstetric patient must add fetal ~ ..., Gu's history, chronic antiepileptic drug treatment, and allowable blood cell volume as candidate predictors. The number of estimation factors must be large enough to allow a correct estimation, and small enough to summarize the model into data in addition to the training data set. The thumb rule is to start with a number not greater than 1/8 of the number of cases in the training group. The number can then be adjusted automatically or manually by the operator to a precise and general mode. This method is explained below. Once completed, 'those factors are considered to be the most suitable pre-factors for the group to be selected' and become actual predictors. The next step is step 220, where the computer 110 pre-measures the reference data set of each case in the group and the workload associated with each case according to the actual estimation factor. Please fill in this page for more details) ^ — ----- ^ 丨 丨 丨 Order · ---- 1111 ^-This paper's standard definition + ® @ iii7cNS) A4 (210 X 297) '20 494331 A7 B7 V. Description of the invention (丨 8) values construct a set of group input tables. This data was then used to construct a group input form and indicate whether actual estimates exist for each case. If the patient under study presents this factor, each actual predictive factor is coded as ·· Γ •, if no such factor appears, it is coded as ·, 0 ... Continuity factors, such as age and past admissions, are appropriately calculated for each case. For continuous factors, it is not necessary to use all the factors for estimation. For example, with regard to age, it has been found that ages below a certain upper limit and above the lowest limit are often non-estimated for determining manpower. Therefore, exceeding the upper limit, approximately 85 years of age, and 45 years below the lower limit, were entered as the highest and lowest limits for surgery and surgery. This age limit can vary depending on the group and estimated workload. One of the input tables for a group is shown in Table 5. This table includes gender, adjusted age, and six other predictors, and the entire workload associated with each case in the group. ^ ----- ^ ---- ^ --------- ^ (Please note the notes on the back of Mtt before filling out this page) The 21 / V standard printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs A4 S) N (C Prospective home country I country I Secondary one with a moderate rule of paper MF f public 97 21 494331 Α7 Β7 Printed by the Consumers ’Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs 5 C fl f β f4 β ftS work Unit of measure 49 1 0 1 0 0 0 16867 69 0 0 1 0 0 19437 76 0 0 0 0 0 21 711 68 0 0 1 0 0 13 250 61 1 0 0 0 1 0 8311 80 1 0 1 0 0 0 15698 56 0 0 0 0 1 0 14534 67 1 0 0 0 1 0 15068 71 0 0 1 0 0 1 13876 61 1 1 1 0 0 14245 44 0 1 0 0 1 0 20886 66 1 1 0 0 1 0 9519 79 1 1 1 0 0 0 19724 47 1 0 0 0 1 0 8695 70 0 0 1 0 0 0 19934 70 0 0 1 0 0 1 12908 60 0 1 1 0 0 1 15938 80 1 0 1 0 0 1 18784 80 1 0 0 0 1 0 19853 51 1 1 0 0 0 0 17017 49 1 1 0 0 0 13396 73 1 0 0 0 0 0 18836 72 1 0 0 0 1 0 17186 67 1 0 0 0 0 0 12437 74 1 1 1 0 0 0 9042 ----- 1 — ^ I.—IAW ----- ^ — Order --------- line " 41 ^ " (Please read the notes on the back before filling this page ) Five, hair Description number (19) ten 1995011590K9CTNKK 1 199501150TCTAATUT 0 19950115- 1 1995011560054D00G 0 19950005PW99E4P 0 19950115PPJRN2NVQ 0 19950115ZZD344Z44 1 199501157SSU78QW 0 19950115VFB3BVNBJ 0 199501157SQQK7MUQ 1 19950115W7V1SGS7K 1 19950115EFF4EEKFF 0 19950115JSQ50JJJQ 0 19950115SL18X6V8X 0 19950115ZZEXE4URR 0 19950115E7K08PM8Q 1 19950115YBGHGBYHY 0 19950115YL1WNNMM5 0 19950115MTBATLA2M 1 19950115GG8ESGG48 0 19950115RURCIRUMM 0 19950115ΜΜ22ΜΜ3ΖΥ 0 19950115PWQWZZ03I 1 19950115S02T1STFH 0 19950115XRBCBBZZ9 0 This paper size is applicable to China National Standard (CNS) A4 (210 X 297 mm) 22. Invention Description (20) Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs followed by step 222, which uses From a list of appropriate candidate factors, pull out. As summed up, the existing pattern types include a linear pattern type: a factor i + c * factor 2 + ... ten z * factors 卞 N or a non-linear pattern: workload = exp- (a + b * factor l + c * factor 2 + ... + ζ * factor N) or workload = l / ^ l + exp ^ a + b * factor l + c * factor 2 + ... + ζ * factor N)) where Factor I, factor 2 ... Factor N is two digits ... or "1" corresponds to each of the inter-prediction factors. The workload is the actual workload required to take care of the patient, and a, b, c, · ”ζ are the coefficients obtained by operating the model on the group-one input form. One example of the different linear models is shown in the table below. In 6, it is explained that according to the DRG080-mode, a mode according to the program 8151, and a _linear mode developed according to DRG 丨 m. As shown, they all have their own—corresponding mode types, and when—specific patients When the data% is added to the model, several jobs will be generated. In this example, the coefficients (a) to (g) determined by the above method are used in this example.

Please read the 1L notes on the back first and then fill in the writing page.

23 494331 A7 B7 V. Description of the invention (21) Table 6 Types of general coding are fixed (a) period 1-coding period 1-value (b) period 2-coding DRG 080 4 10.10755713 gender 1.39123176 age program 8151 Ί 809590.2806 gender 486480.303: Age DRG 127 4 1099.4259 Gender 716.956156 Age period 2-value (c) period 3 · coding period 3-value (d) period 4-coding period 4-value (e) period 5-coding period 5-value⑴ 0.03149705 C1001 4.96443384 C1002 -5.98450878 53687091.2 RF211 729720.4751 -2.1674520 41401 111.90826 C1003 -986.841154 41071 3099.89923 period 6-encoding period 6-value (g)

PrevAdm 98.9884238 Of course, you can choose other types of models, such as other mathematical models, artificial gods, and second network (neural network) model types. A non-simple numerical representation of the type of warp pattern, which performs the estimation in the same way as the parameter pattern type. The operator can choose the mode that is most suitable for the relationship between the estimated factors and the actual workload data from several different model types. Alternatively, this selection can be done automatically by the implementation of the invention. This is accomplished by establishing each possible model type and using current standards, such as selecting a model with the best pre-correlation with the highest correlation coefficient between the estimated and actual workload or the smallest overall model error. Attached Table 8 is provided with other information on pattern establishment. After selecting the pattern type in step 222, the next step is step 224, where the analysis tool corresponding to the pattern type is used to process the group ~ input table to match the data with the pattern type And set up a model for this group, biting 297 mm) This paper size is applicable to the Chinese Standard (CNS) A4 specification — 494331 A7 B7. Types of materials: 5. Description of the invention (2) Decide on the type of model to choose The discomfort indicates that another model must be chosen. The model establishes the analysis of the main group data to determine whether to choose the model: the type can be used to explain the known actual estimated factors of the past patients in the group; and the relationship between the amount of work related to the group. The establishment of this mode can be accomplished using several techniques. For mathematical model curve fitting, for example, the J-flat method 'simplex difference method, Newton_Raphson method or the like can be used. As is known '-objective functions are defined and minimized with these tools. In a comparative implementation, the "view function can be a function of the difference between the estimated and actual workload of the model established by all patients." A common function used for this ideal ode is the squared difference between actual and estimated workload values. Difference values can also be used in the same way as other functions. For two, the fitting is equivalent to the so-called model least squares, with the exercise capital =. Exemplary tools that can be used to perform these fitting decimal methods include special client's coding software modules, a 0LE server, such as an analysis engineer and Microsoft Excel, an 0LE feeder with an analysis extension, or such as spss, SAS Mathematical analysis software engine for other independent analysis modules. The most common module is Exce 丨 or the Exce model with analytical power is a neural network or other non-parametric method. Step 224 requires a neural network exercise or involves other non-constant methods and passes it through group one. Input table (Table 5 from step 22) Creating the model [correct] This exercise is familiar to neural networks. It is augmented by the fitting of the model with the steepest gradient least square method relative to the model and the exercise data. Artificial neural The pattern is used for subsequent data. It is stored in a format corresponding to the type of pattern, such as a constant pattern database format, or a non-constant _ pattern library format, and a God paper ruler. "Using guanguan standard (cns) A4 specifications, Q χ 297, $ Μ ----- r --- order --------- line! (Please read the precautions on the back before filling this page ) When the storekeeper 25 A7 B7

Printed by the Consumers' Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs on the network model. ‘As you know, the fork type is reliable in one side of the test output data set and becomes a governed model to establish its secrets and general rules. In this way, the model is used to estimate the actual workload of the output data set for cases where the workload is known to be the appropriate kind. This is called a test or active profile. The correctness of the model is expressed as the total difference between the continuous workload and the estimated workload in the group, and if the I value is a small value that can be crossed, the model is accepted and used as the actual medicine: if the model is not Correct, establish—new types of models, or choose newer models or different estimation factors and build the same models until you find acceptable correct and general models. It should be noted that steps 222 and 224 can be combined, so that the program can search for different = types and cooperate with the data, and when “mode types are not accepted,“ Hungarian 110 automatically proceeds to the next mode type until a correct and general mode is developed In addition, steps 222 and 224 may be combined to develop two or more patterns of selected patients that are initially allocated in the early morning-group. And in this embodiment 2 'are divided into ^ or several small turns in this frame, according to ㈣The author inputs and implements the _automatic decision tree method or merge the two. If the two are selected to select a group, the operation is equivalent to establishing two separate modes as described above. An example of the occurrence of the automatic decision tree method When the initial group is included in the training output data set, it is regarded as two cases of case-care and the number of patients that have been seen: the owed patient. If the model-building method cannot develop an acceptable model, the group is automatically divided into orders_ And multiple diseases, and developed separate models for each group. The combined artificial and decision tree methods are issued in this paper. Applicable to Chinese paper standards (CNS) A4 specifications ⑵ "297 public love"

, ^ ίιι ^ —MW --- (Please read the notes on the back before filling in this page) Order --------- ΜΦΙ. 26 V. Description of the invention (24) An example of the situation is right The initial model shows that itn is ten dollars in the estimated workload. In this situation, the operator can be asked if the rotation group must be divided into male and female patients, and develop different types of it for each group. The new development style often provides two groups with different high-precision diagnoses or procedures, and has a better estimate of correct life than any single-model. A similar situation with the more accurate pull-up style is easy to come up with. — In general,-different models were developed for one patient in the cohort to estimate different workload units. Therefore, the mode is developed for the development of the total workload, while the workload for nursing, the workload of all laboratories, the workload of microorganisms, the workload of microbiological technicians, etc., and the classification of work groups and interesting tasks can be developed separately Come up with a different model. In addition, as described below, a different model can be developed for the time range of interest. Once the model of each group is established, this model can be used to implement other features of the invention, that is, to estimate the workload based on the actual patient population. This mode can also be used to implement the present invention, and other features, that is, the calculation of the precise adjustment of the throughput of a collective patient in the past. First, a first feature of the present invention will be described. Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs. After the models have been established for all groups, the manpower assessment system can be used to estimate the human power of the current patient population. This method will be described in conjunction with FIG. 3. First, obtain patient data on the current patient population. This patient's tribute is equivalent to the explanation given above with reference to Figure 2. In step 31, this data is input into the estimation module of the present invention. The data set used for model establishment includes all available and estimated data 'but this patient is 2297 mm in size] This paper size applies to China National Standard (CNS) A4 (21 () 494331 Intellectual Property of the Ministry of Economic Affairs A7 B7 printed by the Bureau ’s Consumer Cooperative Fifth, the invention description (25) may include such possible information 'and may also limit it to the estimation factor that only needs to be calculated in the acceptance mode. Step 312 is followed by computer 11 〇 Use patient data sets and decide to list the appropriate group for each patient. Because of the established groups, only patients need to be assigned to an existing group. This assignment is constructed by allocation based on a predetermined decision tree or other decision A group of individuals can be automatically executed by a computer 110, which operates on a patient data set, which is performed manually by an operator, or with some combination of 'where computer 110 uses a decision tree to determine a given patient's The most likely group, and then the operator selects the most suitable group. Generally speaking, this is an automatic method completed by a computer alone. With regard to the decision tree, each different patient is divided separately With a DRG (see Table 2), patients are best assigned to the group corresponding to DRG. For other groups, such as diagnosis or procedure, a patient can be classified into two or more possible groups. Here In the embodiment, patients that can be automatically assigned to a group according to a decision tree can be assigned manually by an operator, or can be combined with two methods. Again, the most common assignment is performed as an automatic assignment, making the assignment to The group with the most correct model. This automatic allocation is very common when multiple models have been automatically created by using a gender-oriented model or a doctor-oriented model as described above to improve the accuracy of estimates. For the combined operation of manual and computer, the groups to which the patient can be assigned can be presented to the operator, and then the group that the operator judges is the most suitable group. Once the appropriate group is selected in step 3, 14 check Corresponds to the correct pattern of the group. As part of this step, if the model is a mathematical paper, the Chinese national standard (CNS) A4 specification (21〇; 297 public love) applies: 1 · H ---- -r- -^ ------------ ^ (Please read the notes on the back before filling out this page) 28 494331 Printed by the Consumers' Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs A7 B7 V. Invention Description (26) When the non-parametric mode is loaded in the library program, the factors and weights are also taken from the file. After the usage mode is determined, the next step is 3 16 where the patient data is used to determine the actual predictions for the group. The status of the estimation factors and other data used by the model. Therefore, for this patient, the presence or absence of a diagnosis, or the use of other binary factors determines the status of the binary prediction factors (1 or 0). Continuous estimation Factors are calculated, such as age (with the above threshold if applicable), number of previous admissions, and similar continuous factors processed as required. Next is step 3 1 8 where the appropriate mode is operated to determine the estimated workload associated with the patient in terms of the workload classification of interest. Sample patient data, actual estimated factors, and an example calculation for a linear model are shown in Tables 6A-6C below. Table 6A shows another set of linear modes developed for DRG080, program 8151, and DRG127. Table 6B shows some patient data sets for three different patients.

Table 6A General category Total coding program category fixed period 1-coding period 1-value period 2-coding DRG 080 4 10.10755713 sex 1.39123176 age T program 8151 2 809590.2806 sex 486480.3032 age T DRG 127 2 731832.2817 sex 492991.6661 age T period 2-value period 3-coding period 3-value period 4> coding period Φ value period 5-coding period 5-value 210 X 297 mm) ------------- install -----: ---- order --------- line (please read the precautions on the back first) (Fill in this page) 29 Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs 494331 A7 B7 V. Description of Invention (27)

Table 6B dc—date pat-id age sex race postal code payer 1 los sajos drug 19950215 B9GBLEE3L 69 0 1 95111 08 5 .: 080 19950715 R0J0Q0IJV 44 1 1 95062 07 5.1 083 19950215 570H0U3E3 57 1 1 95110 07 15 11.6 080 mdc dxl dx2 dx3 dx4 dx5 dx6 dx7 dx8 dx9 d \ 10 d \ ll d \ 12 04 48289 53019 412 41401 41420 04 1363 04 1124 3592 53019 53130 53351 9401 41401 412 44020 v 1582 Program 1 Program 2 Program 3 4223 3893 Including diagnosis 345 1 and 5433: C1002 includes diagnosis 41400, 41401, 41402 ... 41499. To calculate the estimated workload unit for patient B9GBLEE3L in Table 6B, a DRG of 080 is clearly recorded. The first row of the recording mode in Table 6A is the applicable DRG080, and the mode type is 4, which is a linear mode. As shown in Table 6C, the following words appear in the linear mode: Table 6C Factor Coefficient Fixed Factor 10. 108 Gender 0 * 1.391 Age Ding 69 氺 0.0315 FC1001 0 * 4.9644 FC1002 1 氺 -5.4895 This paper scale applies Chinese National Standard (CNS ) A4 specification (210 X 297 mm) --H ----- r --- order --------- line ---: (Please read the precautions on the back before filling this page) 30 Printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs V. Invention Description (28) Therefore, 'Estimated work unit is 10 ^ 08 + 0 + 2.: 1735 + 0-5.4895 or 6.792 workload units. Then repeat steps 3 10-3 18 for each patient in order to determine the estimated workload for a group or group, such as a ward or an entire hospital, and to estimate the total work unit according to predetermined rules. This is often equivalent to a simple addition, but interaction factors for patient care can also be considered. Step 3 10-3 1 8 is also repeated for each patient of U and the different types of workload to be estimated, and similar sums are made for the different workload types. The matrix elements of the patient row and the interaction of workload classifications also show the second patient medical interaction, which is considered in terms of totals. Although workload can be estimated, there are many dynamic events that require an estimated workload or model to be updated. Each method is as follows. Regarding the update of estimated workload, after estimating the workload of a patient, the condition of the patient may change. As a result of this change, the patient's workload can be reassessed for the changed conditions. Therefore, the previously estimated y workload is replaced with a new estimate based on the new situation. • Regarding renewal models, all models must be re-established periodically to reflect changing national (reference) medical practices and hospital work models. In addition, the model's estimation itself is a reliable reference set of benchmarks to extend the goals achieved. Generally speaking, this means that a model uses a very large range of data, such as country-based data, and the model can be adapted to the regional: Situations Modified and adjusted by historical data of hospitals that are interested in the model Level, practice model, etc. This information can be long-term: The bottom line of the target hospital and the reference data group should be different, but it is also in the paper standard outline of the family standard (CNS) A4 "(21〇x 297 meals) --- --- -31.

------------- ^ i. Please read the notes on the back before filling in this page) -1 ^ · --line 'A7 B7 V. Description of invention (29) can be short-term for hospitals The data reflects a modern hospital practice model that is slightly more modern than the reference data group. Basically, although it is not necessary, this modification is limited to the change of no more than the -preset amount ', that is, the change of the estimated amount of the estimated factor has not exceeded the adjustment target and the total amount known to the operator is possible. . This can be performed using a training output that includes the required data components, but it can be added to the hospital output, rather than a large-scale output. Step 224 limits only allow a slight adjustment of the estimate, which is known in the field of limit idealization. The model can be improved with additional data (ie, yesterday and last week). The benefit is that many patients who received treatment during the estimated period will be shown in the re-improved data set. New models of new groups can also be developed, and groups can be merged and disassembled. If the focus of a hospital is on the stratification of workload, the present invention can be used to estimate the level of manpower needed to care for the actual mixed patient, rather than expecting any management work. This is an important point. It is estimated that the standard base data and local data of the “relationships” that reflect the focus of management can be merged. This can lead to early or phased adjustment periods. For example, gift. Partial data and 20% 2-level reference data can be used for this season '60% local data and standard-level reference data can be used for the next printing of Daisi Temple by the Consumer Consumption Cooperative of the Intellectual Property Bureau of the Thai Cage Ministry of Economy. The basic standard data is used to estimate the required workload. The first stage of the engagement is equivalent to a model based on objective criteria. § The target production volume of subdivided blocks. If the mode used for this method is a parametric line-transformation formula, the coefficients of the formulas measured on the standard base data and local data can be simply combined at an ideal ratio to develop a new ^ If the mode is non-parametric or non-parametric Linear, the objective indication of the model establishment step is modified to show the local data and standard reference data from ^ field% x 297 mm at the appropriate%) The paper size fine towel _ house standard (CNS) A4 regulations 32 4 ^ 4331 V. Description of Invention (30) Contribute and a new model is constructed as described above to improve the existing model. In addition, the present invention can be used as a reporting tool for a specific purpose or as a general clinical result reporting tool to assist users in making estimates of working manpower requirements based on existing data, or to allow users to compare with historical or level-based standards. Compare and analyze the efficiency of workforce. The analysis of working manpower efficiency is based on the precise adjustment of the present invention and the calculation characteristics of production volume. If steps 310 to 3118 are applied to a patient's historical population, rather than the patient's current population, the expected workload required to take care of each patient can be served on the model group and historical data. The expected workload can be thought of as the estimated workload of taking care of him / her based on the average person's estimated factor, so the expected workload can be precisely adjusted for the patient's estimated factor. Calculate the actual work volume collected from the production history data and the proportion of the expected work volume. This throughput can be used to evaluate the efficiency of the workforce in caring for the patient as is customary in commercial practice. For ease of understanding, it can be assumed that each patient described above is assigned only a single-group 'and therefore is a single-mode. However, it is important to understand that this reality is oversimplified. In practice, there are basically many different models that are relevant to each patient. The choice of the appropriate model depends on the level of blocks required and the correctness of the model. Therefore, it is possible that one model is based on the entire hospitalization period of a disease, the other model is based on the first day of care, and the manpower state, so one model is a nurse, the other model is a political officer, and the other model is a technology. personnel. Therefore, the selected model is mostly based on the class of the selected block and the model based on the block. Of course, the finer the components of the zone, the more the operator must make more. The paper size of the thread paper, which is separately built by the department, applies the Chinese national standard (UNMA4 specification (2) 0 × 297 ϋ 494331 A: B7 V. Invention Explanation (31) The more detailed is the choice, or an automatically generated report. If there are groups of different classes, it is better to determine the relationship between different models, so that the models that are not used for a given group are not used. For example, Microbial workload can be evaluated in different ways depending on the area of training data. If it is subdivided, the area can be evaluated as a fixed part of the entire inspection workload, and this part is checked by examining existing reference materials or equipment. If the training data set is available, it can be a direct microbiological model. Alternatively, it can be the total workload of microbiological administrators, technicians, technical analysts and other microbiological staff. In implementing the present invention In the best-performing embodiment, a direct mode for workload classification is always the better choice. The sum of workload component components is the second choice, and A more detailed model of the estimated workload is the worst choice, and ~ detailed resources is not good. The category standard is used to select the estimated work for the entire hospitalization = room, -day, one work shift, etc. The mode of measurement. The automatic selection of the appropriate mode based on this standard can be used to implement the invention. In addition, the parameter mode usually has a new mode for each class of the group. Therefore, the first day of the class-the first day of care The first class of administrative staff requires an average model. Then 'the appropriate selection model can be determined based on the input data limited by the user, so that if you want to estimate the first class of the first day, select this model. The present invention has been based on special The embodiments are disclosed as above, but improvements, changes and replacements can be made without departing from the spirit and scope of the invention as defined by the scope of the patent application. At the same time, it should be understood that in some embodiments, certain features of the invention are used. Do not correspondingly make other characteristics of the material. Do not go beyond this must be made more and more J. ,,-(Please read the precautions on the back before filling this page} Order --------- line. This Paper scales (: Νϋ4 34 M Economic Affairs Intellectual Property Office employees consumer cooperatives printed 494331 A7 _B7_ V. invention is described in (32)

Appendix A Data Element Name: Patient Workload Units in Category N Standards Used: Medical records of all patient cases. Definition: A work unit that is required between a patient's admission and discharge day in category η. Abbreviated name: WORK_Cn Format: Length = 10.2 Kind = Number Occurrence = 10 Allowable value: Any greater than or equal to 0 and less than or equal to 0 to 9999999.99 ○ Check the logic of missing data: This field is invalid. Data element name: Total workload unit of patient Index used: Medical records of all patient cases. Definition: The total work unit required by a patient between admission and discharge.

Abbreviated name: WORK_CT Format: Length two 10.2 Kind = Number of occurrences = 1 Permissible value: Any greater than or equal to 0 and less than or equal to 0 to 9999999.99 〇 Check the missing logic of the data: This field is invalid. This paper size applies to China National Standard (CNS) A4 specification (210 X 297 mm) ------------- Installation -----: ---- Order ------ --Line (please read the precautions on the back before filling this page) 35 494331 Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs A7 B7 V. Description of the invention (Data element name: Symbol used on admission: All patient cases Medical Record Definition: Date when the patient entered the health clinic for in-hospital or in-hospital treatment. Abbreviation: adm_date

Format: YYYYMMDD Length = 8 Type = Number of occurrences of text = 1 Permissible value MM = Month (01-12) DD = Day (01-31) YYYY = ^ (e.g. 1991) You must enter a valid date (e.g. 02/30 / 1993 Non-valid date) Avoidance of missing inspection data * * DC-DATH or LOS can be regarded as having no such field, because it is calculated by its calculation. Data element name: Discharge date Standard used: Medical records of all patient cases. Definition: The date of illness since the departure of Ji Kang's clinic in the name of a patient in or out of the hospital. Months and years in this data element are used to classify patients into groups for comparative analysis.

Abbreviated name: DC_DATE

Format: YYYYMMDD Length = 8 Type = Number of occurrences of text = 1 Allowable value: MM = Month (01-12) DD = Day (01-31) YYY \ =: ^ {For example: 1991) You must enter a valid date (for example, 02 / 30/93 is not valid date) Check the logic of missing data: This field is blank. This paper size applies to China National Standard (CNS) A4 specification (210 meals ^ public meal) ------- J I --- Ί ----- r --- order ------- --Line 41 ^ · (Please read the precautions on the back before filling this page) 36 494331 A7 B7 V. Description of the invention (34 Data element name: Index used: Definition: is a short name. Format: ICD-9 -CM program code Medical records of all patient cases. 9th Amended International Classification of Diseases, Clinical Improvement (ICD-9-CMX Book III) ICD-9-CM program code assigned for this hospital treatment. PROCnn Length = 4 Type = Number of occurrences of text = 8 Allowable value z Any valid ICD-9-CM code check missing data logic: No data is displayed 氺 氺 氺 ------------- install --- (Please read the precautions on the back before filling out this page) Definitions of the symbols used in ordering the names of the data components: § Write the name. Format '·

Medical Record Number (E 0C) Medical records of all patient cases. It is used to identify one of the specific medical cases. The number of the health care organization. PAT ID Length = 12 Type = Text Occurrences =】 Line ~ Printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs. Permissible value: Any value. Check for missing logic: This field is blank. * 氺 * This paper size is in accordance with Chinese National Standard (CNS) A4 (210 X 297 mm) 37 494331 A: ____B7_ V. Description of the invention (35) Data element name: The standard used when the patient was born: All patient cases Medical records. Definition: Month, day and year of birth of the patient. Abbreviated name: DOB Format: YYYYMMDD Length = 8 Type = Number of occurrences of text = 1 Allowable value: MM = Month (01-12) DD = Yue (01-31) γγγγ = Year (for example: 1991) You must enter a valid date ( For example, 02/30/93 is not valid.) Check the logic of missing data: This field is blank. (Please read the precautions on the back before filling out this page) 丨 耆 Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs Data element name: Patient age in years The standard used: Medical records of all patient cases. Definition: The year that a patient spends after birth. Abbreviated name: AGE_YRS Format: Length = 3 Kind = Number Occurrence = 1 Permissible value: 0 to 130. Check for missing logic: This field is invalid. Order --------- line. This paper size applies to Chinese National Standard (CNS) A4 (210 X 297 mm) 38 494331 A7 _B7_ V. Description of the invention (36) Name of data element: monthly Patient age markers are used: Medical records of all patient cases. Definition: The number of months the patient has spent after birth. (Please read the notes on the back before filling this page)

Abbreviated name: AGE_MOS format. Length = 2 Kind = Number Occurrence = 1 Permissible value: 0 to 11. Logic for missing data: This field is invalid and AGE_YRS is equal to 0 〇 Data element name: Patient age in months Index used: Medical records of all patient cases. Definition: The number of days a patient spends after birth

Abbreviated name: AGE_DAYS Format: Length = 3 Kind = Number Occurrence = 1 Allowable value: 0 to 31. Printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs The missing logic of the data: This field is invalid and AGE_YRS is equal to 0. This paper size applies Chinese National Standard (CNS) A4 specification (210 X 297 mm) 39 494331 A7 B7 V. Description of the invention (37 Data element name: Standard used: Definition: Abbreviated name · Format · Gender All patient cases Medical records. Gender length registered when the patient was admitted as an out-patient or when starting the diagnosis = 1 type = number of occurrences of text = 1 allowable value: 1 = male 2 = female 3 = other 4 = unknown logic of missing inspection data: this field It is blank, or the value does not represent a recognizable gender. The name of the component name used in the wooden clog data is defined as: Short name · Format. Patient race Medical records of all patient cases This classification describes the race of the patient. Race length = 1 Type = Number of occurrences of text 2 1 M —A__w ----- Γ — ^ --------- line—: (Please read the notes on the back before filling this page) Intellectual Property Bureau, Ministry of Economic Affairs Employee Consumer Cooperative Printing Permissible Values: 1 = White 2 = Black 3 = Native American / Eskimo / Aleutian 4 = Asian / Pacific Islander 5 = Other 6 = Unknown inspection logic missing logic: This field is blank The value does not mean that the human species can be identified. The wood paper size is applicable to China National Standard (CNS) A4 (210 X 297 mm). (38) Name of data element: The postal code of the patient refers to: Medical records of all patient cases. Definition: The postal code of the patient's main residence or postal address.

Abbreviated name: ZIPCODE format. Length = 5 Type = Text Occurrence = 1 Permissible value: Any valid US postal code. Check for missing logic: This field is blank.氺 本 氺 Data element name: Patient country Standard used: Medical records of all patient cases. Definition: A classification describing the country of residence of the patient. Short name and country Format: Length = 5 Type = Text Number of occurrences 2 1 Allowable value: See Dynattls.dbf. Check the logic for missing data: this jaw area is blank. This paper size applies to China National Standard (CNS) A4 specification (210 X 297 mm) ------------- install ----- r --- order ------- --Line (please read the precautions on the back before filling out this page) 41 Printed by the Employees' Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs 494331 A7 ___B7 V. Description of the invention (39) Data element name: Hospital identification number Use: Medical records of patient cases. Definition: A uniquely assigned identification number used to represent health-care facility-level data (CHW Hospital uses OSHPD Hospital ID).

Abbreviated name: HOSP_ID Format · Length = 6 Type = Text Occurrences = 1 Permissible value: Any combination of a number and / or text that represents a single presence. Check for missing logic: This field is blank. Ben Feng Information Component Name: Payer Standard used: Medical records of all patient cases. Definition: This category describes the payer. Abbreviated name: PAYORnn Format: Length = 2 Type = Text Occurrence = 2 Permissible value: 01 = Medical insurance 02 = Medical allowance scheme 03 = Employer pay 04 Poor household plan

05 = CHAMPUS / CHAMPVA / VA 06 2 other governments

07 = Commercial HMO

08 Second Commercial PPO 09 = Private Insurance 10 = Blue Cross / Blue Shield 11 Second Own Expense 12 = Charity Allowance 13 = Free 14 = Other Non-Government

15 = Medical Insurance HMO

16 = Missing logic for HMO inspection data for medical benefits program: This field is blank. ** 氺 This paper size applies to Chinese National Standard (CNS) A4 (210 X 297 mm) (Please read the precautions on the back before filling this page) Order --------- line · 42 494331 A7 _B7_ V. Description of the invention (4G) Data element name: The standard used in the admission method refers to: the medical records of all patient cases. Definition: This classification describes the patient's admission status. (Please read the notes on the back of Ling before filling this page)

Abbreviated name: ADM_TYPE Format · Length = 1 Type = Text Occurrences = 1 Permissible value = f 1 = Scheduled 24 hours before surgery. 2 = Not scheduled. 3 = Infant, younger than 24 hours. 4 = Unknown. Check for missing logic: DC_DATE or ADM_DATE is not blank and this field is blank. Mu Muyu Data Element Name: Medical 爿 Civil Affairs Standard used: Medical records of all patient cases. Definition: Abbreviation for services provided to a patient by a health care institution.

Abbreviated name: HOSP_SRVC Format:, printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economy Length = 3 Type = Text Occurrences = 1 Allowable value: Any valid three-digit abbreviation. Check for missing logic: This field is blank. This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 43 494331 A7 B: V. Description of the invention (41) Data element name: ICD-9-CM diagnostic code Use the index: All patient cases Medical records. Definition · The 9th revision of the International Classification of Diseases, Clinical Improvement (1CD-9-CMX Volumes 1 and 2) is a diagnostic code used to assign to this hospital. Abbreviated name: DXnn Format: Length = 5 Type = Text Occurrences = 12 Allowable value: Any valid ICD-9-CM code. Check logic for missing data: No data is displayed. Data element name: Admission diagnosis Standard used: Medical records of all patient cases. Definition: The 9th revised International Classification of Diseases, Clinical Modification (CD-9-CM) (Vols. 1 and 2) is a diagnostic code assigned for this hospital treatment. Abbreviated name. DX—ADMIT Format: Length = 5 Type = Number of occurrences of text = 1 (Please read the precautions on the back before filling this page) ----- ^ ---- ^ -------- -^. Allowable value printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs: Any valid ICD-9-CM code. Check for missing logic: This field is blank. This paper size applies to Chinese National Standard (CNS) A4 (210 X 297 mm) 44 494331 Α7 Β7 V. Description of the invention (42) Definition of data element names: Write name format: Consult doctor for medical treatment of all patient cases recording. The five-digit Ji Kang Medical Institution Allocation Code represented by the physician consulting this medical case. The realm is encrypted. MD CONSnn Length = 5 Type = Number of occurrences of text Allowable value: Any valid encrypted physician code Check data missing logic: No data is displayed 氺 氺 氺 ------------- install --- (please (Please read the notes on the back before filling out this page) Definition of the index used for the data element name:

Short name format. Procedure physician Medical records of all patient cases. During the treatment of this medical case, the five-digit number assigned by the medical institution corresponding to the 1CD-9-CM procedure was assigned by the health care institution. The realm is encrypted. MD PROCnn Length 2 Type 5 Number of occurrences of text 2 8 Orders printed by the Intellectual Property Bureau Employee Consumer Cooperatives of the Ministry of Economic Affairs: Any valid encrypted physician code check data missing logic: This field is blank and corresponds to ICD-9-CM Non-blank umbrella in the program field 氺 氺 This paper size is applicable to the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 45 494331 A7 B7 V. Description of the invention (43) Definition of the index used for the name of the data element name: Short name format :

Attending physician Medical records of all patient cases. The five-digit health care institution allocation code for the patient's attending physician's representative code for this medical case. The realm is encrypted. MD ATTEND Length = 5 Type = Text Occurrences =] Allowable value: Any valid encrypted physician code Check the missing logic of the data: This field is blank 氺 木 氺 Data element name Used index Definition Finalized name · Format:

HCFA diagnosis related group Medical records of all patient cases. HCFA classification for admission diagnosis of this admission treatment DRG Length = 3 Type = Text Occurrences = 1 ------ Ί-7 Completion! !!丨 Order --------- line (please read the precautions on the back before filling this page) Allowable value: Any valid HCFA DRG code (usually between 1 and 500) Consumer Cooperatives of Intellectual Property Bureau, Ministry of Economic Affairs Lack of logic for printed inspection data: blank in this field The paper size applies to the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 46 494331 A7 B7 V. Description of the invention (44) Definition of the index used for the name of the lean component : Short name · Format ·

Primary diagnostic classification Medical records of all patient cases. The main diagnostic classification of this admission treatment MDC Length = 2 Type = Text Occurrences = 1 Permissible value: Any valid MDC code (usually between 1 to 25 or 99) Check logic for missing data: This field is blank. Data component name: Standards used: Definition: Short name · Format:

Patient Admission Days Medical records of all patient cases. The number of days between admission day and discharge day LOS (please read the precautions on the back before filling this page), printed length of the employee consumer cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs = 4, type 2 number of occurrences = 1 allowable value: any greater than or An integer equal to zero. Check for missing logic: This field is invalid. Data element name: Number of hospitalization days for severity adjustment Standards used: All indicators for measuring crisis adjustment values. Definition: Patient admission day modified by the patient's severe score as determined by 3M APR-DRG commercial software, and the commercial software allocates APR-DRG with other data in the database.

Abbreviated name: SA_LOS Format · Length = 4 Type = Number Occurrence = 1 Permissible value: Any integer greater than or equal to 0. Check the logic of missing data: if there is no LOS, DRG_APRDRG or seriousness, it is deemed that there is no such field. Mumu 氺 This paper size is in accordance with Chinese National Standard (CNS) A4 (210 X 297 mm) 47 494331 A7 B7 V. Description of the invention (45) Data element name: Index used: Definition: Abbreviated name · Format:

Days at Intensive Medical Center Medical records of all patient cases. Number of days spent in intensive medical centers during this medical case course ICU DAYS Length = 3 Type = Number Occurrences = 1 Permissible value:

Any integer between 0 and 999, which is less than or equal to the logic of LOS check data missing: This field is invalid Data component name: Index used: Definition: Known to write name · Format.

Days in Emergency Center Medical records of all patient cases. The number of days spent in the emergency center during the course of this medical case CCU DAYS Length = 3 Type = Number Occurrence =】 Allowable value:

Any integer between 0 and 999, which is less than or equal to LOS ----- L ----- ^-· I-I l · III ^ · 11111111 ^ _aw—-(Please read the back first Please fill in this page before filling in) This page is missing the logic for the printed inspection data of the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs: this field is invalid This paper size is applicable to China National Standard (CNS) A4 (210 X 297 mm) 48 Ministry of Economic Affairs Wisdom Printed by the Staff Consumer Cooperative of the Property Bureau 494331 A7 _B7_ V. Description of the invention (46) Data element name: The number of days used in the intensive care center refers to: Medical records of all patient cases. Definition: The number of days spent in the intensive care center during the course of this medical case.

Abbreviated name: TCU_DAYS Format: Length = 3 > Kind = Number Occurrence = 1 1 Allowable value: Any integer between 0 and 999, it is less than or equal to LOS. ! Check for missing logic: This field is invalid. Data element name: Where is it from the hospital? The standard used is: Medical records of all patient cases. Definition: This classification describes the point at which this patient is admitted.

Abbreviated name: ADM_FR〇M Format: Length = 2 Type 2 Number of occurrences of word = 1 Permissible value: 1 = At home 2 = Resident nursing home 3 = No need to stay in bed 4 = Long-term care 5 = Hospital for acute inpatients 6 = Shelter Hospital for other inpatients 7 = Newborn 8 = Prison 9 2 Missing logic for other examination data: This field is blank, or this field represents a value that cannot be determined. This paper size applies to China National Standard (CNS) A4 specification (210 X 297 mm) ------------- Packing -----: ---- Order ------ --- line (please read the precautions on the back before filling this page) 49 494331 A7 B7 V. Description of the invention (47) Definition of the symbol used for the name of the data element: Abbreviated name · Format:

Where to be discharged Medical records of all patient cases. This classification describes the DC TO length when leaving the health care institution. Length = 2 Type = Number of occurrences of text = 1 Permissible value: Any valid DC_DISPO code representing the place to go after discharge from hospital is missing logic: This field is blank. The name of the data printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs: The name of the post-mortem examination: Medical records of all patient cases. Definition: Describes whether an autopsy will be performed during this medical case procedure. Abbreviation name: Autopsy format: Y / N / U Length = 1 Type 2 occurrences of text = 1 Permissible value: Yes N = No U = Unknown logic missing data: This field is blank, and DC_DISPO represents patient death ---- -f --- 〆--I · III l · III ^ · 11111111 (Please read the precautions on the back before filling out this page) This paper size applies to China National Standard (CNS) A4 (210 X 297 mm) 50 494331 A7 B7 V. Description of the Invention (48 Data Element Name: Tissue / Organ Donation Used: Refers to the medical records of all patient cases. Definition: Describes whether the patient has donated any tissue or organ Abbreviation: DONOR Format: Y / N / U Length = 1 Kind = Number of occurrences of text = 1 Allowable value: γ = YesN = No u = Unknown logic of missing data: Blank data in this field Component name: Biopsy results used Index: Medical treatment of all patient cases Record. Definition: This classification describes the results of a biopsy performed during the course of treatment of this medical case. Abbreviated name: Biopsy format: Leave two texts and a number of zeros. Length = 2 Type = Number of occurrences of text = 1 ------------- install --- (Please read the precautions on the back before filling this page) Order ▲, printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs Permissible value = 00 = normal tissue 10 2 abnormal tissue, or not shown 11 = abnormal tissue, inflammation 12 = abnormal tissue, benign tumor 13 = abnormal tissue, malignant tumor 98 = no tissue section examination 99 = no such Logic of missing data: The value of "99" is blank or appears in this field. This paper size applies to China National Standard (CNS) A4 (210 X 297 mm). 494331 A7 ___B7__ V. Description of the invention (49) Data element name: Discharged label: Medical records of all patient cases. Definition: This code indicates the condition of the patient covered by this medical case after discharge.

Abbreviated name: DC_DISPO Format: Leave two texts and a number of zeros. Length = 2 Type = Number of occurrences of text = 1 Allowable value: 01 = Normal (at home) 02 = Acute treatment in this hospital 03 = Other treatment in this hospital 04 = Long-term treatment in this hospital 05 Acute treatment at other hospitals 06 = Other treatments at other hospitals 07 = Long-term treatments at other hospitals 08 Second Resident Care Center 09 = Prison 10 = Not following medical notices 11 = Death 12 = Home medical care 13 = Other examination data The logic: This field is blank, or an undecidable value appears. Data component name: Nosocomial infection Standard used: Nosocomial infection rate. Definition: Infection during hospitalization.

Abbreviated name: NOSOCOMIAL Format · Length = 2 Type = Text Occurrences = 1 Allowable value: Yes / No Check the logic of missing data: This field is blank or not within the allowable value range. Tochigi woody paper size applies to China National Standard (CNS) A4 (210 X 297 mm) ----- rl ^ J --------- r --- ^ ------ --- line (please read the precautions on the back of t * before filling out this page) 52 494331 A7 B7 V. Description of the invention (Definition of data component names: Abbreviations, formats, 50 birth weights in grams. The medical records of the patient's case are in grams of the patient's birth weight BIRTH m Length = 4 Kind = Number of occurrences = 1 Permissible value: Any integer between 0 and 9999 Examination logic missing logic ·· This field is blank and classified as new Erfeng Fengfeng Data element names used in the definition of definitions: Abbreviated name: Format · APGARSCORE Medical records of all patient cases. APGAR is the total number of activities, pulses, reflexes, appearance, and respirations that describe birth status. APGAR One nnMIN 0-10 Length = 2 Type = Number of occurrences = 2 ----- ： ---- ^ ---- I--I (Please read the precautions on the back of tt before filling this page), economical Ministry of Intellectual Property Bureau, printed clothing for consumer cooperatives

Allowable values: symptoms 0 point 1 point 2 points of activity (muscle health status) no arms and legs bending with autonomous movement pulses no 100BPM below 100BPM reflection above; striatal no response with reflection reaction sneezing, Cough throat, open appearance (skin color) Blue-gray, pale body, normal, except for the limbs, the whole body breathes normally without slowness and irregularity. ^^ — Check the logic of missing data: this jaw area is blank and DX_ADMIT wooden umbrella This paper size is in accordance with Chinese National Standard (CNS) A4 (210 X 297 mm). 53 Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs. : Medical records of all patient cases. Definition: This classification describes the main complaints that a patient may have during hospitalization. Abbreviation: Main complaint Format: Length = 2 Type = Text Occurrences = 1 Allowable value: Yes / No. Check for missing logic: This field is blank or outside the allowable range. Data element name: In addition, the index used is the medical record of all patient cases. Definition: This classification describes any accidents that a patient may have while in hospital

Abbreviated name: INCIDENT Format: Length = 2 Type = Text Occurrences = 1 Allowable value: Unknown. Check logic for missing data: No data is displayed. This paper size applies to China National Standard (CNS) A4 specification (210 X 297 mm) ------- nlL--M ----- r --- order --------- line- -7 (Please read the notes on the back before filling this page) 54 494331 A7 _B7_ V. Description of the Invention (52) Data Element Name: Criteria used for crisis management: Medical records of all patient cases. Definition: This classification describes the crisis management level during this medical case Abbreviation: RISK_MAN Format. Length = 2 Kind = Text ^ Occurrence = 1 1 Allowable value: Yes / No

Check for missing logic: This field is blank or outside the allowable range.氺 木木 data component name used index definition: Zhibai write name · format:

Review of medical device utilization Medical records of all patient cases. This classification describes the review of the use of a medical device for this medical case. UTIL REV Length = 2 Type = Number of occurrences of text = 1 ------------- install --- (Please read t * first Note on the back, please fill in this page again.) Order the printed value of the employee's consumer cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs: Yes / No Check the logic of missing data: This field is blank or outside the allowed value range. The size of this paper is in accordance with Chinese National Standard (CNS) A4 (210 X 297 mm) 55 494331 A7 B7_V. Description of the invention (53) Data element name: MED_HX Standard used: Medical records of all patient cases . Definition: Important medical history Abbreviation: MED_HX Format · Length = 2 Type = Text Occurrences = 1 Permissible value: Y / N Logic lacking inspection data: This field is blank or outside the permissible value range. Mumuben Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs. Data Element Name: Review by the Quality Assurance Department. Standard used: Medical records of all patient cases. Definition: This classification describes whether this case has been reviewed by the quality assurance department of this medical institution. Abbreviated name: QA_REVIEW Format · _ Length = 2 Type = Text Occurrences = 1 Permissible value: Y / N Logic for missing data: This field is blank or outside the permissible value range. ----- r I ^ I-^ ------- ^ ---- ^ --------- ^ (Please read the notes on the back before filling this page) This paper Standards are applicable to China National Standard (CNS) A4 specifications (210 X 297 mm) 56 494331 A7 B7 V. Description of the invention (Definition of reference signs used for data element names: Short name and format. 54

Case manager Medical records of all patient cases The case manager ID of this medical case CASE MANGR Length 2 3 Type = Text Occurrence =] Allowable value: Any three-digit numeric code Check the missing logic of the data: No data displayed. Data component name Index used Definition: Abbreviated name: Format:

Encoder Medical records of all patient cases. ID number of the original coder of this medical case CODER Length = 3 Type = Number of occurrences of text =] ------------- install .----: ---- order ---- ----- line (please read the notes on the back before filling this page) Allowable value: Any three-digit numeric code, printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs, the lack of logic for checking the data: No data displayed. This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 57 494331 A7 B7_ V. Description of the invention (55) Data element name: The total cost of the patient's burden The standard used: Medical records of all patient cases . Definition: The total cost of this medical case. (Please read the notes on the back before filling this page)

Abbreviated name: CHARGE_TOT Format: Length = 8 Kind = Number Occurrence = 1 Permissible value: 0-99,999,999 Check logic for missing data: This field is invalid. Data element name: Total cost of precision adjustment Standard used: Medical records of all patient cases. Definition: Patient I bears the total discussion fee after the medical case is accurately adjusted to the account.

Abbreviated name: SA_CHARGE Format: Length 2 8 Type = Number Occurrences = 1 Permissible value: 0-99,999,999 Printed by the Consumer Consumption Cooperative of Intellectual Property Bureau of the Ministry of Economics Inspection logic missing: This field is invalid. The size of this paper is in accordance with the Chinese National Standard (CNS) A4 (210 X 297 mm) 58 494331 A: _B7_ V. Description of the invention (56) Data element name: The standard for the total cost: Medical treatment of all patient cases recording. Definition: The full bill for the medical case billed by this medical institution. (Please read the notes on the back before filling this page)

Abbreviated name: COST_TOT Format: Length = 8 Type = Number Occurrence = 1 Permissible value: 0-99,999,999 丨 Check the logic of missing data: This field is invalid. Data element name: Total cost after precise adjustment Standard used: Medical records of all patient cases. Definition: All expenses related to the bills issued by this medical device for this medical case are accurately adjusted to the total cost of the account.

Abbreviated name: SA_COST Format · Length = 8 Type = Number Occurrences = 1 * Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs Allowable value: 0-99,999,999 Check logic for missing data: This field is invalid. This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 59 494331 A7 B7 V. Description of the invention (the definition of the symbol used for the name of the data element: short name. Format · 57 Medical treatment for all patient cases Record the total income of this medical case. Length of income = 8 Type = Number of occurrences = 1 Permissible value: 0-99 »999 ^ 999 The logic of missing data for inspection: This field is invalid Mu Mufeng Data element name: Used in the auxiliary expense table Reference means: Medical records of all patient cases. Definition: Each bad place in the auxiliary fee table includes a single amount of money, which represents a part of the total expenses incurred by the medical institution during the hospitalization of this medical case, and details of the amount The details are as follows: ANC_COSTO 8810 Central supply cost ANC_COST1 8020 Drug cost ANC_COST2 8040 X-ray cost ANC-COST3 8030 Inspection cost ANC_COST4 8050 Treatment cost ANC_COST5 8060 Procedure cost ANC-COST6 8070 Surgical cost ANC_COST7 8890 Intensive care Center fee ANC_COST8 8080 Intensive medical center fee ANC_COST9 8100 Clothing fee Abbreviated name format: ANC-COSTnn -------------------- ^ ---- Order --------- line AW. (Please read the back first Please note this page before filling in this page) Allowable length printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs = 6 Type = Number of occurrences = 10 Any integer greater than or equal to 0 and less than the total direct cost of this medical case (COST_DIR). Check the logic of missing data: This field is invalid or includes data outside the valid range * 氺 * This paper size applies to China National Standard (CNS) A4 (210 X 297 mm) 60 494331 A7 B7 V. Description of the invention (58 ) Data element name: Auxiliary expenses used for the index: Medical records of all patient cases. Definition. A four-digit number that describes the classification of the corresponding auxiliary expense details. Abbreviated name: ANC_ACnn Format · Length = 4 Type = Number of occurrences = 10 Allowable values: Classification description 8810 ^ Central supply cost 8020 __ Drug cost 8040 X-ray cost 8030 Inspection cost ~ ^ 050 Treatment cost mo Procedure cost 8070 Surgical cost 8890 Intensive care center cost 8080 Intensive medical center cost 8100 Clothing Use -------------- to install .-- (Please read the precautions on the back before filling out this page), the logic missing from the printed information printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs: this The field is invalid and the corresponding auxiliary cost item (ANC-COSTnn) is not invalid or this field does not represent a definitive classification of auxiliary instructions. Wooden 氺% Data element name: All direct costs Standard used: Medical records of all patient cases. Definition: This amount describes all direct costs incurred by this medical institution in this medical case. Abbreviated name: COST_DIR Format: Length = 8 Type = Number Occurrence = 1 Permissible value: Any integer greater than or equal to 0 and less than the total cost of this medical case (COST_TOT). Check the logic for missing data: this field is invalid and costjtot is not invalid, or this field is outside the allowable range. This paper size applies to the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 61; line · A7 B7 V. Description of the invention (59 Data component name: Standard used: Definition: Abbreviated name Formula:

Total Salary Medical records of all patient cases. This amount describes the total salary paid by this medical institution during the treatment of this medical case. COST SAL Length = 8 Type = Number of occurrences = 1 Valley value is greater than or equal to 0, and less than the total cost of the case of this medical disease (C0ST_TOT) = Logic of missing data: This field is invalid and C0ST_T0T is not invalid, or this The field is outside the allowable range (please read the precautions on the back before filling this page) Definition of the symbol used for the data element name: Abbreviated name: Format: Medical records of all patient cases for days of ventilation equipment use. The total number of days that the ventilator was used during the medical period of this medical case. Days vent ---------- ^ --------- ^. Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs. Allowable value: Length = 2 Type = Number of occurrences = 1 0-99 Check the logic of missing data: This field is invalid and one or more ICD-9CM codes represent ventilation equipment management.氺 氺 氺 The paper size of the table applies the Chinese National Standard (CNS) A4 specification (21 × 297 mm) 494331 A7 B7 V. Description of the invention (6G) Data component name: Contract Use of the standard means: None. Definition: The ID number of the main contract insurance company for this medical case. (Please read the back of this page; and then fill in this page) Abbreviated name: Contract Format · Length = 5 _ Type = Text Occurrences = 1 • Allowable value: Any valid contract ID of the insurance company.

I Check for missing logic: This field is blank or does not represent a valid insurance company ID. Mu Muben Data element name: Ready to be re-admitted Target: Non-planned readmission. Definition: Non-day-to-day readmissions related to previous admissions. Detailed name and re-admission format. Length 2 1 Type = Text Occurrences = 1 Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs Allowable value: Yes / No Check the logic of missing data: No data displayed. This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 63 Printed by the Employees' Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs 494331 A7 B7 _ V. Description of the invention (61) Data element name: HCFADRG severity score use The mark refers to: Medical records of all patient cases. Definition: Severity score assigned by an HCFA classification. Abbreviated name: Severity Format: Length = 1 Kind = Number Occurrence = 1 Permissible value: 0-4 Check logic for missing data: This field is invalid or outside the allowable value range. Data element name: HCFA DRG severity score at admission Standards used: Medical records of all patient cases. Definition: Severity score assigned by the HCFA classification at admission.

Abbreviated name: SEV_ADMIT Format: Length = 1 Kind = Number Occurrence = 1 Permissible value: 0-4 Check the logic of missing data: This field is invalid or outside the allowable value range.氺 Umbrella paper size is applicable to China National Standard (CNS) A4 (210 X 297 mm) -----! — ^ I — ^ ----- ^ ---- Order ------- --Line (please read the precautions on the back of tt before filling this page) 64, printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs 494331 A7 _B7_ V. Description of Invention (62) Data Element Name: SRDRG Severe Use Index : None. Definition: SRDRG severity score.

Abbreviated name: SEV_SRDRG Format: Length = 1 Kind = Number Occurrence = 1 Permissible value: Any valid SDRRG score

I Check for missing logic: This field is blank or outside the allowable range. Data element name: RDRG severity Index used: None. Definition: Severity scores for related groups.

Abbreviated name: SEV_RDRG Format: Length = 1 Kind 2 Number Occurrence 2 1 Allowable value: 〇3 Check the logic of missing data: This field is blank or outside the allowable value range. The size of this paper is in accordance with the Chinese National Standard (CNTS) A4 (210 X 297 mm) ----------------- l · III Order · --- IIII (Please Please read the precautions on the back first and then fill out this page.) 65 Printed by the Intellectual Property Bureau of the Ministry of Economic Affairs's Consumer Cooperatives. 494331 A7 B7_ V. Invention Description (63) Data Element Name: The DRG severity score for all patient segments. Medical records of all patient cases. Definition: This medical case is assigned a severity score by the APRJ3RG classification. The severity of this case can also be assigned by any classification.

Abbreviated name: SEV APRDRG Format: Length = 1 Kind = Number Occurrence = 1 Permissible value: 04 Check logic for missing data: This field is blank or outside the allowable value range. Motoki Data Component Name: APACHE Severity Score Standards Used: None. Definition: Apache ICU severity score.

Abbreviated name: SEV_APACHE Format: Length = 3 Type = Number Occurrence = 1 Permissible value: 0-99 Check logic for missing data: This field is blank or outside the allowable value range. This paper size applies to China National Standard (CNS) A4 (210 X 297 mm) ^ L-^ ------- Γ I-^ -------- II (Please read the back first Please pay attention to this page before filling in this page) 66 494331 A7 B7 V. Description of the invention (64 Data element name: Symbol used: Definition: Abbreviated name format:

Bed access Medical records of all patient cases. This classification describes clinical pathways for medical cases. This classification is defined by user ingenuity. PATHWAY Length = 5 Kind = Number of occurrences = 1 Allowable value User-defined logic for missing inspection data. No data displayed. -------------- Installation. 1-f Please read the back first Please fill in this page again for the 4/1 meanings) Order the component name of the data: Use of the index: Definition: Abbreviated name: Format: * Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs Permissible value: Precision adjusted total direct cost All patient cases Medical records. This value describes the total direct cost of the medical institution after the medical illness case has been accurately adjusted to the accounts. SA_DCOST Length = 8 Type == Number of occurrences = 1 Anything greater than 0 or equal to 0, less than the total cost of precision adjustment (SA_COST) 〇 Check the logic of the poor lion: This field is invalid, or this field is not allowed Within the scope of this paper size, the Chinese National Standard (CNS) A4 specification (21 × 9 mm) is used. 67 494331 A: B7_V. Description of the invention (65) Data element name: The original index used by the diagnostic group: All Medical records of patient cases. Definition: The diagnostic group assigned by the medical institution (not assigned by the present invention) to this medical case. Abbreviated name: DRG_ORIG Format: Length = 3 Type = Text Occurrence = 1 Permissible value: All valid HCFA DRG codes. Check for missing logic: This field is blank or does not represent a valid HCFADRG. (Please read the precautions on the back before filling this page) Data component name: BDRG diagnostic group Use the index: Yi 0 Definition: Subdivide the second diagnostic group. Abbreviated name: DRG—RDRG Format: Length = 3 Kind = Number of occurrences of text = 1-; —----- ^ ---- Order --------- line · Staff Consumption of Intellectual Property Bureau, Ministry of Economic Affairs Cooperatives print allowable values: Any missing logic for valid RDRG code check data: This field is blank or outside the allowable value range. This paper size applies to the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 68 494331 A: _B7_ V. Description of the invention (66) Data component name: SRDRG diagnostic group Standard used: None. Definition: The subdivision diagnostic group assigned by the SRDRG classification. Abbreviated name: DRG_SRDRG Format: Length = 3 Type = Text Occurrences = 1 Allowable value: Any valid SDRRG code. Check for missing logic: This classification is blank or outside the allowable range. Printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs. ** 资料 Data element name: DRG for all patient segments. The standard used is: Medical records for all patient cases. Definition: The diagnostic group is assigned by a DRG classification of all patient segments. Abbreviated name: DRG_APRDRG Format: Length = 3 Type = Text Occurrences = 1 Permissible value: Any valid APR-DRG code Check logic missing data: This field is blank or does not represent a valid APR-DRG code. I ^ -----: ---- ^ --------- ^ (Please read the notes on the back before filling in this page) The paper size applies to China National Standard (CNS) A4 (210 X 297 mm) 69 494331 A: B: _V. Description of the invention (67) Data component name: APG Standard used: None. Definition: This classification describes the group of patients assigned to this medical case. Abbreviated name: APG format. Length = 3 Type = Text Occurrence = 1 Permissible value: Any valid patient group code. Check for missing logic: This field is blank or outside the allowed range. Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs, the name of the poor components, and the diagnosis at the time of admission. The standard used is: Medical records of all patient cases. Definition: Describes whether a value corresponding to the ICD-9-CM diagnostic code appears when the patient is admitted to the hospital. . Abbreviated name: Ann Format: Y / N / U Length = 2 Type = Text Occurrences = 12 Allowable value: Y = DXnn appears on admission. N = DXnn was not present at admission. U = DXnn status was unknown at admission. Check for missing logic: This field is blank or does not represent an allowable value. ------ T --- Ί ----- r --- Order --------- line--T (Please read the notes on the back before filling this page) This paper size Applicable to China National Standard (CNS) A4 specification (210 X 297 mm) 70 494331 B7 V. Description of invention (Definition of data element name: Definition of short name · Format: 68 Medical records of all patient cases under check status. Audit status of medical cases described in this classification. Hearing length = 1 type = number of occurrences = 1 allowable value: 0 = not checked 1 = checked at least once 2 2 final audit information sent to the state government 9 = unknown inspection data is missing Logic: This field is invalid or does not represent a permissible value. Data element name: Patient death (binary notation) Index used · Medical records of all patient cases. Definition: This classification describes whether the patient died during this medical process. Name and death format: Boolean equation length 2 1 type = number of occurrences 2 1 (please read the precautions on the back before filling this page), the allowable value printed by the employee consumer cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs: 0 = error 1 2 Correctly check for missing logic: The field is invalid or does not represent a permissible value. The paper size is applicable to the Chinese National Standard (CNS) A4 specification (210 X 297 mm). 71 Printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs. 494331 A: __B7__ V. Description of Invention (69) Information Component name: Medical insurance DRG (binary notation) Index used: None. Definition: Medical insurance allocation and diagnosis related groups.

Abbreviated name: MCARE_DRG Format · Length = 1 Type = Number of occurrences = 1 Permissible value: 0 = Error 1 = Correct Check the logic of missing data: This field is invalid or does not represent an allowable value. * This is the name of the data element. Medical Insurance DRG Crisis (Dual Symbol) Index used: None. Definition: The value of the Boolean equation represents whether this medical case is classified as a crisis due to the group of medical insurance diagnostic institutions.

Abbreviated name: MCARE_RISK Format: Length = 1 Kind = Number Occurrence = 1 Permissible value: 0 = Error 1 = Correct Check the logic of missing data: This field is invalid or does not represent an allowable value. This paper size applies to China National Standard (CNS) A4 specification (210 X 297 mm) ------ HL-# | ----- r --- ^ --------- AWI — Η (please take note of the back of the page before filling out this page) 72 494331 A7 B7 V. Description of the invention (7G data component name: Symbol used: Definition: Abbreviated name. Format:

MCAID—PERD (binary notation) None 0 This medical case represents the medical insurance of the patient on a daily basis. MCAID PERD Length 2 1 Type = Number of occurrences = 1 Permissible value: 0 = Error 1 = Correct Note: Please fill in this page again.) Definitions of data component names: Abbreviated names: Format: Printed by the Consumers' Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs. The missing data: This field is invalid or does not represent a permissible value. Dangerous day (binary symbol) yf 〇

The value of the Boolean equation represents whether this medical case will lead to financial danger due to its medical insurance. MCAID PISK Length = 1 type = = number of occurrences = 1 trough value: 〇 = error 1 = missing data for correct inspection Logic: This field is invalid or does not represent a permissible value. This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm). 73 Printed by the Employees' Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs. (Binary Symbol) Standards used: None. Definition: The daily medical profit of the patient represented by this medical case.

Abbreviated name: COMM_PERD Format · Length = 1 Kind = Number Occurrence = 1

Allowable value Z 0 = false 1 = correct Check the logic of missing data: this field is invalid or does not represent an allowable value. Motomoto Data Element Name: Profit calculated by daily risk (binary symbol) Index used: None. Definitions ································································································

Abbreviated name: COMM_RISK Format: Length 2 1 Type = Number Occurrences = 1 Permissible value: 0 = Error 1 2 Correct Check logic for missing data: This field is invalid or does not represent a permitted value. The size of this paper is based on Chinese National Standard (CNS) A4 (210 X 297 mm) ------ Π --Ί ----- r --- Order -------- -Line--T (please read the precautions on the back before filling this page) 74 494331 A7 B7 V. Description of the invention (72 Definitions of symbols used in the name of the breeding component: Abbreviated name: Format: Uninsured patient ) Medical records of all patient cases. This must describe whether this patient is uninsured or uninsured during the course of this medical case = 1 type = number of occurrences = 1 allowable value: 0 = error 1 = correct (please read the back first Note: Please fill in this page again.) Definition of data component name: Abbreviated name: format Neonatal (binary notation) Medical records of all patient cases. This boolean equation records the tiger's description whether the patient is a neonatal infant. Length of newborn = 1 type = number of occurrences of the number: 0 = error 1 = correct check for missing data Logic: This field is invalid or does not represent one Allowable value This paper size is in accordance with China National Standard (CNS) A4 (210 X 297 mm) 75 494331 A7 B7 V. Description of the invention (73 Data element name Index used Definition: Abbreviated name: Format · _

EOC is the medical record of all patient cases of maternal (binary notation). The boolean equation sign describes whether this medical case is a maternal 0B Length = 1 Kind = Number of occurrences = 1 Permissible value: 0 = Error 1 = Correct logic for missing data: This field is invalid or does not represent a permissible value (Please read the precautions on the back before filling out this page) Definitions of data component names: Abbreviations: Format:

EOC is a medical record of all patient cases of cardiovascular disease (binary notation). The boolean equation sign describes whether this medical case is a cardiovascular disease. CARDIAC Length = 1 Type = Number of occurrences 2 1-. Line-Permissible value of printed clothing of the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs: 0 = Error 1 = Correct inspection Missing logic: This field is invalid or does not represent a permissible value. The paper size is subject to the Chinese National Standard (CNS) A4 (210 X 297 mm) 76 494331 A7 B7 V. Description of the invention (74 The definition of the index used in the data component name : Abbreviated name. Format:

EOC is a medical record of all patient cases of psychology and illness (binary notation). The boolean equation marks describe whether this medical case is a mental illness. PSYCH Length = 1 Type = Number of occurrences = 1 Permissible value: 0 = Error 1 = Correct (please read the precautions on the back before filling this page) The standard used for the data element name Designation: Short name · Format: Printed inspection data printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs Missing logic: This field is invalid or does not represent a permissible value 氺 木 氺 C-section (binary symbol) Medical treatment of all patient cases recording.

The boolean equation sign describes whether the patient has accepted a C-section C SECTION length type = number of occurrences 2 1 allowable value: 0 = error 1 = positive break check data missing logic: this field is invalid or does not represent a permissible value The dimensions are applicable to the Chinese National Standard (CNS) A4 specifications (210 X 297 mm) 77 494331 A7 B: 5. Description of the invention (the definition of the index used for the name of the data element name: short name · format. 75

Discharged home (binary notation) Medical records of all patient cases. The boolean equation sign describes whether the patient is discharged home DC HOME Length = 1 Kind = Number of occurrences = 1 Permissible value: 0 = Error 1 = Correct check logic for missing data: This field is invalid or does not represent a permissible value. Definitions of file names: Abbreviations: Format:

Transfer to other departments (binary notation) Medical records of all patient cases. The boolean equation symbol describes whether the patient is transferred to other departments in this medical institution. DC HERE Length = 1 type = number of occurrences = 1 丨 丨 丨 Ί 丨 「tii — 丨 Order --------- ij (Please read first Note on the back, please fill in this page again.) The allowable value printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs: 0 = Error 1 = Correct logic for missing data: This field is invalid or does not represent a permissible value. Chinese National Standard (CNS) A4 specification (210 X 297 mm) 78 494331 A7 B7 V. Description of invention (76) Data element name: Transferred to this HCO (binary notation) from other departments Standard used: All patient cases Definition: Boolean equation notation describing whether this patient is a specialized department of this medical institution

Transferred in, but not including emergency room Abbreviation: FROM_HERE Format: Length = 1 Kind = Number Occurrence = 1 Allowable value: 0 = Error 1 = Correct Check the logic of missing data: This field is invalid or does not represent an allowable value. ------------- Install—— (Please read the notes on the back before filling this page) Order · Data element name: Transfer from the emergency room (binary symbol) Index used Medical records of all patient cases. Definition: The boolean equation sign describes whether this patient was transferred from the emergency room of the medical institution.

Abbreviated name: FROM_ER Format · Length = 1 Type = Number of occurrences = 1 Allowable value: 0 = Error 1 = Correct Check logic for missing data: This field is invalid or does not represent an allowable value. The size of this paper is in accordance with the Chinese National Standard (CNS) A4 (210 X 297 mm). Line-* Printed by the Intellectual Property Bureau of the Ministry of Economic Affairs's Consumer Cooperatives 494331 A7 B7 Designation · Write name. Format · Death within 48 hours (binary notation) Medical records of all patient cases. Boolean equation notation describes whether this patient died within 48 hours after a major operation. MORT P48 Length = 1 type = Number of occurrences = 1 Allowable value: 〇 = Error 1 = Correct check logic for missing data: This field is invalid or does not represent a permissible value. The definition of the element name used in Tochigi data components is: Short name. Format:

Complicated procedures (binary notation) Medical records of all patient cases. Boolean equation marks describe whether this medical case has complicated COMPL after a procedure. Length type = number of occurrences = 1 ------- ^ L ------- r --- order ----- ---- ^-(Please read the notes on the back before filling out this page) The allowable value printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs: 0 = Error 1 = Correct check logic for missing data: This field is invalid or not Representing a permissible value This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm) 80 494331 A7 B7 V. Description of the invention (78 Definition of the symbol used for the name of the component of the material: Abbreviated name: Format:

Direct variable costs Medical records of all patient cases. Amount representing the total of all directly variable expenses incurred during the medical period of this medical case. COST OWAR Length = 8 Type = Number of occurrences = 1 Permissible value z Any greater than 0 or equal to 0 and less than the total direct cost of this medical case (COST-DIR) 〇 The logic of missing inspection data: this field is invalid or in the allowable value range Outside. Data component name Index used Definition: Short name · Format:

Hospital type Medical records of all patient cases. This classification describes the health care institution itself HOSP TYPE Length 2 2 Type = Number of occurrences of the text 2 1 ------------------: --II Order ------- (Please read the precautions on the back before filling this page) * Allowable values printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs: 1 = General: Emergency treatment 2 = Technical nurse or immediate medical treatment 3 = Psychoanalysis treatment 4 = Alcohol / Drug therapy 5 = Lack of logic for acute respiratory examination data: This field is blank or does not represent one of the allowable values. The size of the paper is applicable to the Chinese National Standard (CNS) A4 (210 X 297 mm). 81 Intellectual Property of the Ministry of Economic Affairs Printed by the Bureau's Consumer Cooperatives 494331 A: B7_ V. Description of Invention (79)

Data element name: Estimated LOS. The label used: Medical records of all patient cases. Definition: The estimated number of days a patient is required to stay in the hospital under the care of a medical institution under the care of a medical institution during the medical treatment period.

Abbreviated name: EXP_LOS Format: Length = 5 Kind = Number Occurrence = 1 Permissible value: Any integer greater than or equal to 0 and less than or equal to 99,999. Check for missing logic: This field is invalid.氺 本本 Data element name: Estimated cost Standard used: Medical records of all patient cases. Definition: The entire amount of the bill issued by this medical institution for this medical case as assessed by the assigned diagnostic related group and severity score.

Abbreviated name: EXP CHARGE Format: Length = 8 Kind = Number Occurrence = 1 Permissible value: Any integer greater than or equal to 0 and less than or equal to 99,999. Check for missing logic: This field is invalid. The size of the woody paper is applicable to the Chinese National Standard (CNS) A4 (210 X 297 mm) ——— ^ UI—ΊΦ ^ —l · — ^ --------- (Please read the back of tt first Please pay attention to this page and fill in this page again) 82 494331 Α7 Β7 V. Description of the invention (Definition of data component names: ^^ δ written name. Format:

Estimated Cost Medical records of all patient cases. The total amount of all costs that this health care institution may incur during the medical treatment of this case is evaluated by the diagnosis related group and severity score. EXP COST Length = 8 Type = Number of occurrences = 1 Permissible value: Any integer greater than 0 or equal to 0 and less than or equal to 99,999,999 Check the logic for missing data: This field is invalid (Please read the note on the back first (Fill in this page again)

Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs 氺 氺 氺 Data element name: Total estimated direct costs The standard used: Medical records of all patient cases. Definition: Evaluate the total amount of all direct costs that may be incurred by this Ji Kang medical institution during the medical treatment of this case with the diagnosis related group and severity score.

Abbreviated name: EXP_COST Format: Length = 8 Type = Number Occurrence number 2 1 Allowable value: Any integer greater than 0 or equal to 0 and less than estimated total cost (EXP_COST). Check logic for missing data: this field is invalid or does not represent a permissible value. This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 mm). 83 Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs. Variable cost standard: Medical records of all patient cases. Definition: Evaluate the total amount of all directly variable costs that this health care institution may incur during the medical treatment of this case with a diagnostic related group and severity score.

Abbreviated name: EXPJ3VC0ST Format: Length = 8 Type = Number Occurrence = 1 Permissible value: Any integer greater than or equal to 0 and less than the estimated total cost (EXP_COST). Check logic for missing data: this field is invalid or does not represent a permissible value. Textbook: Name of the data element: Patient social security number. Target used: Medical records of all patient cases. Definition: The social security number of a patient assigned by the US government. This field is encrypted.

Abbreviated name: PATJDS Format: Length = 11 Kind = Text Occurrence = 1 Permissible value: Any value. Check logic for missing data: None. This paper size applies to China National Standard (CNS) A4 specification (210 X 297 mm) -----: --M l · ------- r --- Order -------- -^ Aw-> l (Please read the precautions on the back before filling out this page) 84 494331 A7 B7 V. Description of the invention (82 Symbol definitions used for data element names · Short name · Format ·

Medical record number Medical record of all patient cases. PAT IDX Length = 20 Kind = Text Occurrences = 1 Permissible value: Any value Check logic for missing data: This field is blank Data component name Index used Definition: Abbreviated name: Format.

Hospital system Medical records of all patient cases. This classification describes the system integration of this medical institution. HOSP SYS usually evaluates the hospital's association ------------- installed-(Please read the precautions on the back before filling out this page) Printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economy Length = 3 Type = Number of occurrences of text = 1 Allowable value: Any valid hospital system classification. Check for missing logic: This field is blank. This paper size applies to China National Standard (CNS) A4 specifications (210 X 297 mm) 85 494331 A7 B7 V. Description of the invention (Data element name Index used Definition: Abbreviated name · Format: 83

Hospital area Medical records of all patient cases. This classification describes the hospital system allocation area HOSP REG of this medical institution. Length = 3 Type = Number of occurrences of text = 1 Permissible value: Any classification code representing a valid area is missing logic: This area is blank. Note on the back, please fill out this page again) The definition of the data element name used is defined and written in hundred. Format:

Hospital City County Medical records of all patient cases. This classification or abbreviation describes the city and county where the medical institution is located. HOSP CNTY Length = 4 Type = Number of occurrences of text =】 ----- = — —Order --------- line Cooperative cooperative printing allowance: In addition to the following codes, the four-digit abbreviations are also valid. 01 = Alameda 13 = Imperial 25 = Modoc 37 = San Diego 49 = Sonoma 02 = Alpine 14 = Inyo 26 = Mono 38 = San Fransisco 50 = Stanislaus 03 = Amador 15 = Kem 27 = Monterey 39 = San Joaquin 51 = Sutter 04 = Butte 16 = Kings 28 == Nsp3 40 = San Louis 52 = Tehama Obispo 05 = Calaveras 17 = Lake 29 = Nevada 41 = San Mateo 53 = Trinity 06 = Colusa 18 = Lassen 30 = Oranue 42 = Santa Barbara 54 = Tulare 07 = Contra Costa 19 = Los Anceles 31 = Placer 43 = Santa Clara 55 = Tuolumme 08 = Del Norte 20 = Madera 32 = Plumas 44 = Santa Cruz 56 = Ventura 09 = E1 Dorado 21 = Marin 33 = Riverside 45 = Shasta 57 = Yolo 10 = Fresno 22 = Mariposa 34 = Sacramento 46 = Sierra 5 8 = Yuba ll = Glenn 23 = Mendocino 35 = San Benito 47 = Siskiyou 12 = Humboldt 24 = Merced 36 = San bemadino 48 = Solano Check for missing logic: This field is blank * 氺 氺 This paper size is in accordance with Chinese National Standard (CNS) A4 (210 X 297 mm) 86 494331 A7 B7 V. Description of the invention (84) Definition of the symbol used for the data element name: Write name · Format:

ICD-9-CM Procedure Day Medical records of all patient cases. Number of days since the patient performed the ICD-9-CM procedure admission day PROCnn DAY Length = 3 Type = Number of occurrences = 8 Allowable values: Any integer inspection data greater than 0 and less than 0 or equal to the day of stay (LOS) is missing Logic: This field is invalid or outside the allowable range. Data element name: Surgical symbol used: Medical records of all patient cases. Definition: A single text mark assigned to identify the major surgical procedure during the medical period of this medical case. Abbreviated name: Surgery format: P or S Length = 3 Type = Number of occurrences of text = 1 ------------- Packing --- (Please read the precautions on the back before filling this page) The allowable value printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs: P = The main ICD-9-CM procedure is a major surgical operation. S = any of the secondary ICD-9-CM procedures is a major surgical procedure. Check logic for missing data: No data is displayed. Tochigi 氺 This paper is sized according to the Chinese National Standard (CNS) A4 (210 X 297 mm) 87 494331 A7 B7 Description of the invention (-) ~ _-, Data element name: Precise adjustment of direct and variable costs. Medical records of all patient cases. Definition · The absolute amount of all direct variable expenses incurred by the medical institution during the medical period of this medical case is adjusted to the account by the assigned severity score. '~ Abbreviated name: Format · SA-DVCOST Length = 8 Type = Number of occurrences = 1 Permissible value: Any greater than or equal to 0, and less than the full direct cost of precision adjustment (SA-DCOST). Check logic for missing data: this field is invalid or outside the allowed range. Printed by the Intellectual Property Bureau of the Ministry of Economic Affairs, Consumer Cooperatives. Data element name: Estimated income. Target used: Medical records of all patient cases. Definition: Assess the estimated income of this medical case based on the assigned diagnostic related group and severity score. Abbreviated name · EXP_REV Format: Length = 8 Kind = Number Occurrence = 1 Permissible value: Any integer greater than 0 or equal to 0 and less than or equal to 99,999,999. Check logic for missing data: this field is invalid or outside the allowed range. This paper size applies to China National Standard (CNS) A4 specification (21〇X 297 public love) ------- rlL--〆 ------- r --- order ------- ! Line (please read the precautions on the back before filling this page) 88 494331 A7 B7 V. Description of the invention (86) Definition of the symbol used for the data element name: Abbreviated name. Format:

Medical Unit Medical records of all patient cases. 3-digit abbreviation for the medical unit most involved in this medical case CAREUNIT Length = 3 Type = Text Occurrences = 1 Permissible value: Any valid ICU abbreviation Check logic missing data: This field is blank or outside the allowable range

Printed by the Consumer Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs. Data element name: The day of the week when the hospital is admitted. The standard used: Medical records of all patient cases. Definition: This classification describes the day of the patient's admission. Abbreviated name: ADM_D〇W Format · Length = 1 Type = Number of occurrences of text = 1 Allowable values: 1 = Monday 2 = Tuesday 3 = Wednesday 4 = Thursday 5 = Friday 6 = Saturday 7 = Weekday Check the logic of missing data: This field is blank or does not contain a valid classification code. ------------- Install -----: ---- Order ------- I line (Please read the precautions on the back before filling this page) This paper size Applicable to China National Standard (CNS) A4 specification (210 X 297 mm) 89 494331 A7 B7 V. Description of invention (87) Information printed by employees' cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs Component name: Targets for estimated death: All Medical records of patient cases. Definition: One of the possible deaths represented by the diagnosis of the relevant group and the severity score assigned to this medical case. Abbreviated name: Format · EXP-MORT Length = 3 Type = Number Occurrences = 1 Allowable value: Any number between 0 and 999. Check for missing logic: This field is invalid or outside the allowed range. *** Name of poor component · Estimated complexity Standard used: Medical records of all patient cases. Definition: A value that may be complicated by the severity score diagnosed in the relevant group and assigned to this medical case. Short name · EXP—COMP format. Length = 3 Type = Number Occurrence = 1 Permissible value: Any number between 0 and 999. Check for missing logic: This field is invalid or outside the allowed range. ——! llf !! 1 丨 order --------- line • 丨 '; (Please read the precautions on the back before filling this page) This paper size applies to China National Standard (CNS) A4 (210 X 297) 90) 494331 A: B7 V. Description of the invention (Definition of symbol used for data element names: Abbreviated name: Format:

DYNKEY Medical records of all patient cases. A record identification indicator assigned to a clinical diagnosis, which is unique among all known data. DYNKEY Length = 10 Kind = Number of occurrences = 1 Permissible value: Any value Check logic missing data: This field is invalid ------------- install --- (Please read the back of the first (Please fill in this page again)

♦ Printed by the Consumers' Cooperative of the Intellectual Property Bureau of the Ministry of Economic Affairs. The paper size is applicable to China National Standard (CNS) A4 (210 X 297 mm). Order --------- line 91 4 ^ 4331 A: V. Invention Explanation (89 Annex B. Models and the establishment of models. Introduction Y1 Y2 XI X2 X Bu 2 X2, 2 XI, η χ2, η

Ym

Xm

Xm, 2

Xm, n Therefore, each row represents a single admission, and the Yi value is the factor value of the 1st admission day and the jth factor. Π. Mathematics workload on admission day, Xi, j Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs to describe or predict several major variables, χ .. ”One way of the variable is: Number, that is, a subordinate ⑴ Y = f (x 丨, χ2, ... χη) where f is any function. For our purposes, the quantity, and X is used to estimate or describe the workload in the early days. The working formula in the position is (2) Y-A + BX 丨 + CX, + ··. + ZX The coefficient is linear: this is the most commonly used modulus to estimate the workload. This formula is (3) Y = r eiA, BXI, CX2— ZXn> This formula can be called a mode with dependent variable conversion. If the form of the formula is (4) Y = l / l + e_ (A + BX and CX2, ... JXn, this The formula can be called a logistic regression mode. This is often used in mathematical mode, but other working formulas can also be used: the relationship between early position and independent variables. 7 make, effect, make (Please read the precautions on the back before (Fill in this page)

This paper size applies the Chinese National Standard (CNS) A4 specification (210 X 297 issued) 92 A7 B7 V. Description of the invention (90) The problem of model establishment is the selection coefficients A, B, etc. There are buttons to complete ❿κ㈣ and do everything = ===== and other so-called methods using multiple steps. Knife analysis, the most commonly used method of fitting. The fitting method starts with a minimized objective function. This objective function is the error of the model and minimizes the logarithm to ^. Observed results using the reference error in the reference material in I are: narrative, linear mode in (2), and (5) Yi mode. ⑹ A + BXi.I + CXi, 2 + ··· The error can be defined in several ways, including the original error (7) Y "A + BXU + CXi.2 + ···, absolute error ⑻ | Yi.A-fBXU + CXi.2 + ... j square error The largest (:) error is xu + CXl.2 + · ..), 2 (10) max (Yi-A + BXiJ + CXi.2 + .. 〇 square error is often used because it is not allowed, the difference is important This model is in the form of ^) ^ (Yi-A + BXU + cXL2 + ...) A2. The generalized reduction ^ gradient person t ^ INNER uses a commercial improvement of GRG2, the second version of m 'heuristic One of the model human statements understands the mode of mathematical mode, but uses the attempt to misrepresent Wu Gong's neural network (NN) mode. The most common heuristic V-form is ^ Chengpian. ^ The neural network basically uses the following modes ... Paper size applies to country A's national standard (C'A4 specification⑵. X 297 public "93 494331 A: B7 V. Description of the invention (91) Χ1 Χ2

Printed by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs, the neural network The factors entered here are X:!, X2, etc., and the output Qi is similar to the above-mentioned shouting mode. But instead of the coefficients and factors and the output of the _simple line, _ system, the neural network assigns to the above rows, that is, the _relationships at each intersection, and the mathematical operation of -weight-definition occurs in each evaluation step, repeatedly Sum each input and its corresponding weighted product. Therefore, the output of the intersection point 2 determined by the output of the intersection point in the front-layer, the hybrid relationship between the intersection points of the front-layer and the receiving intersection point, and the babble at the intersection point. When Lai Shi lost the _interaction relationship shadow_output, the two made more accurate estimates of the diagnosis and workload units. The arrow weights are calculated using the drill group and-specific methods and passed in the reverse of our case. The result of this training is similar to the above-mentioned song, that is, the misstatement between the weighted value of ^ until the training group's estimate and the measured γ value is minimized. The amount can be used for estimation when the output data is injected into the NN and the output is the estimated γ. The relevant heavy paper size is applicable to China National Standard (CNS) A4 (210 X 297 mm) (Please read the precautions on the back before filling this page) ------ ^ ---- Order --- ------ line one 94

Claims (1)

…… The method that must be used in the _ place to show Zhao = special unit of work, the steps include, · Ding, staff-workload data and related to the predetermined characteristics :::: Record 'includes the work group: :: style, which links to obtain a piece of material and the data "new factor data related to people with pre-characteristic characteristics; = silk die-cutting materials with people with new materials" new = and the estimated number of guards who need to care for the nose Worksheet 2 asks for the method described in item 1 of the patent scope, wherein the step of obtaining the data set includes obtaining information on factors related to age and gender; and the step of establishing a model in the sub-funds uses factors related to age and gender The method described in item 2 of the scope, which includes obtaining factor data ^, includes the factor information related to the diagnosis; and it is expected that the step of establishing a model uses the factor described in the diagnostic factor claim 2 Method, wherein the step of obtaining the factor data includes obtaining the factor information about the prescription data; and the step of establishing a model uses the method described in item 2 of the factor prescription for the patent claim Get information factor Step: Including obtaining information about the factors of physiological monitoring; and the step of using the L vertical pole type to use the factors related to physiological monitoring 6.2 The method described in item 2 of the patent scope, wherein the physiological monitoring data 7. Dagger Including: housing, and rate and temperature factor data. The method described in Item 2 is to obtain factor data: obtain factor data related to the insurance payer; and; secondly, the step of establishing a model uses the cause data of the insurance payer. The method of patent application is called the method described in Item 2 of Patent No. 15, in which the factor data is obtained and the relevant-clinical condition factor data is obtained; and one of the steps of establishing a model uses the factors related to the clinical condition. 9 · T patent application scope! Item, wherein the mode is a one-line pull-type #linear mode and a -neural network mode. 10. The method as described in item 丨 of the patent application scope, wherein the step of obtaining new factor data includes obtaining new factors regarding age and gender. The method described in item 10 of the scope of patent application, wherein the step of obtaining new materials includes obtaining the information of the past and the past. 12. The method as described in item n of the scope of patent application, wherein the new factor data on the past visit to a place is a number corresponding to the past visit to a place. 13. The method as described in item 12 of the scope of patent application, which corresponds to the items that you have read, and then I fill in the page and install the page. I I Line -96-Printed by the Employees' Cooperatives of the Intellectual Property Bureau of the Ministry of Economic Affairs 494331 A, L b VI. Patent Application Scope The number of times at this place is the number obtained within a predetermined period. 14. The method described in item 13 of the patent application, wherein the predetermined period is within the past five years. 15. The method according to item 13 of the patent application, wherein the predetermined period is the past year. 16. The method as described in item 10 of the patent application, wherein the step of obtaining new factor data includes obtaining new factor information about the diagnosis. 17. The method as described in item 10 of the scope of patent application, wherein the step of obtaining new factor data includes obtaining new factor data on prescription data. 18. The method as described in item 10 of the scope of patent application, wherein the step of obtaining new factor data includes obtaining new factor data about the test results. 19. The method according to item 10 of the scope of patent application, wherein the step of obtaining new factor data includes obtaining new factor data on physiological monitoring. 20. The method of claim 19, wherein the physiological monitoring data includes new factor data such as blood pressure, respiration rate, and temperature. 21. The method as described in item 10 of the scope of patent application, wherein the step of obtaining new factor data includes obtaining new factor data about physiological surveillance. 22. The method as described in item 10 of the scope of patent application, wherein the step of obtaining new factor information includes obtaining new factor information about the insurance payer. 23. The method according to item 1 of the scope of patent application, wherein the predetermined characteristic is a DRG parameter. 24. The method according to item 1 of the patent application scope, wherein the predetermined characteristic is a diagnostic group. This paper size applies to China National Standard (CNS) A 丨 specifications (210 X 297 male f) (please read the note on the back) before filling this page) 曱 σbow patent scope 25. :: Patent Fan Yisuo—where the reservation is the method described in item 1 of the patent scope, in which the model data is used to identify a number of candidate predictors. The number of candidates can be used to predict Estimated the estimated factors of n # < η $ in the next material group and the relationship between them in Beco; from the data of each past person ^ fi ^ ra ^, 5, 彔, there are several sub-portions The estimated factor H and the use of a number of models to establish a member. Based on the factor data and 27_ A method of using a computer to determine a model reservation of 4 persons, the Λ formula to estimate the care of a patient in a place with a pre-special enigma, including: the method of early position, its steps Package = a data set of several past personnel, and each past ": there are workload unit data and factor data-hand-recorded; identifying a number of past personnel with predetermined characteristics as part of the cause Several past personnel; use factor data related to several past personnel to establish to combine workload data and factor data in the data set 28. The method as described in item 27 of the scope of patent application, wherein the building steps include: Use the factor data to identify several candidate dare factors; set up a line corresponding to the sub-investment model & zhongmumujiaxian (CNS) A4 specifications " ^ 10 x 297 ^ 7 98 /, 疋 σ is an estimation factor for several sub-sets used to estimate the relevance of the workload data and the factor data in the data set; the number of past people S printed from the sub-sets by the Consumer Cooperatives of the Intellectual Property Bureau of the Ministry of Economy The set estimated factors yield factor data related to the estimated factors of the several sub-sets; and use the selected factor data related to the plurality of estimated factors to establish a model. And the method as described in item 27 of the scope of patent application, further comprising the steps of: obtaining an updated data set corresponding to one of the other past personnel, and each past person has a correspondence including workload unit data and factor data Records; Identify several other estimated factors of past people with other subsets with predetermined characteristics as part of the factor data; use factor data related to another-group of past persons, new link to obtain workload data And the formula for the factor data in the data set. 30. The method as described in item 29 of the scope of patent application, which corresponds to the latest data of several other past personnel from the persons who have been treated in this office. 31. The method of (4) as described in item 29 of the scope of patent application, wherein the corresponding other person comes from a person with predetermined characteristics. 32. A method of using a computer that can operate on a model to estimate the workload unit in a place that must be used to take care of a person with a predetermined characteristic, the steps include: obtaining a new factor data book related to a person with a predetermined characteristic Paper scale_ 七 关 家 鲜 （CNS) AO · (210 X 29TTF members more modulus — i In 丨 丨 cl € (Please read the precautions on the back before filling this page) Order ------ --- line-Qin 99 declares the patent scope factor 33. The steps of the second information in the method described in the 32nd application scope of patent application include obtaining # -taking new service factors. &Quot; There are new factors about age and gender The method as described in the scope of the patent application, the poor material includes the acquisition of new factors related to the / / pick out. = A new factor for the past 50 Hai place 35. The visited-place as described in item 34 of the scope of the patent application The new factor 3 "is related to the past number. The number is the number of visits to the place in the past 36_ The number of visits to the place as described in the scope of patent application 35 is within a predetermined range, corresponding to the past visit 37. For example, the number of times of the application "36_mentioned; ζ. For the past five The method is based on the predetermined period of 38. If the patent application scope item %% is the past year. The method 'where the predetermined period 39. The information described in the patent application scope item 32 includes the step of obtaining information about the diagnosis. After the new factor is new, please request the method described in Item 32 of the Patent Scope, where the step of obtaining new data is as follows: Obtain the new factor with information about the prescription = 41. As described in Item 32 of the Patent Application, The steps include obtaining a new factor based on the inspection results ^ 的 The method as described in item 32 of the scope of the patent application, wherein the new factor is obtained. ) A: i Specification (21〇χ2 ^ Γ ^ 100 outside 4331 I) S Employee Intellectual Property Bureau of the Ministry of Economic Affairs, the Consumer Cooperative Coordinator has printed out and applied for patent coverage information. 43. Such as Shen Jing m ^ I regard it as The new factor is poor, and the method described in 42 items of the patent sacrifice method, in which the blood pressure, respiration rate, and temperature are included—new-44. The method described in the outline of the scope of patent application, where new factors are obtained The steps include There is a new factor A :: Range item 32 for insurance payers, with a predetermined feature of 46. :::: 利范 —W is 47. As in the 32nd program group of the scope of patent application. Method, in which the predetermined characteristic is 48_ — a method of using a computer to estimate people ^, a method of manpower work units required to take care of several personnel in a% of institutions, the steps include:, = a data set of several past personnel that should be And each past has records that include time and materials related to the predetermined characteristics; I determine several groups so that each group has several common characteristics; identify several per-records must be related to the group -Obtain corresponding records for each group; ▲ Use the corresponding records obtained for each group to establish a core type for each group, and link each model to obtain workload data and factor data in the data group; Obtain new factor data related to each of the personnel; This paper size applies to Chinese National Standard (CN'S) / U specifications (210 297 mm) 4 -------- Order --------- Line 1 · 1 >. (Please read the Please note this page, please fill out this page) 101 494331 The scope of patent application determines the groups that each person must be related to; and the use of new factor data of each person that has been determined to be related to them, and 'Each of several correspondingly determined groups of models is estimated to be a human workload unit required to care for several personnel. The method is as described in item 41 of the scope of patent application, where in the evaluation procedure, each mode is operated only on the new factor data of those who are in the same group as the group in the mode. 50. The method as described in item 49 of the scope of the patent application, operating each work unit and placing a portion of the workload data and a portion of the work volume data to calculate the work unit for obtaining power. τ operation 5 = a method using _f brain refinement related to the work of several past personnel, including the steps:. Obtain a data set corresponding to several past personnel, and each past respondent has a record including workload unit data and factor data; TT establishes a sub-data; branch link to obtain workload data and factors in the data set ^ The Ministry of Intellectual Property Bureau of the People's Republic of China's Employees Cooperatives printed a picture of Zhou Zheng I as a unit to obtain accurate adjustment unit data. ^ 1 The method described in item (1) of the scope of patent application, wherein a set of steps for obtaining a set of steps includes steps for obtaining factor data on age and gender; and wherein the step of establishing a model uses steps related to age and gender subdata. Cause This paper ruler Cai Guanxian (cnsmI regulations 102 Declared the method described in item 5 丨 of the patent scope, in which the step of obtaining the factor factory includes obtaining the factor information about the diagnosis; printed by the «Ministry of Intellectual Property Bureau Staff Consumer Cooperatives The step of establishing a model in the material is using the method described in Item 51 of the scope of the patent information related to diagnosis, where step V of obtaining the factor information includes obtaining the factor data on the prescription data, and /, The steps in establishing a model use factor data related to prescription data. ... declare the method described in item 51 of the patent scope, wherein the step of obtaining factor data includes obtaining factor data on physiological monitoring; and wherein the step of establishing a model uses factor data on physiological monitoring. 56. As described in item 51 of the scope of patent application, the physiological monitoring data in m includes factor data of blood pressure, respiration rate, and temperature. 57. According to the method described in item 51 of the scope of patent application, obtaining factor information in # includes obtaining factor information related to insurance payers; and wherein the step of establishing a model uses factor information about insurance payers. 58. According to the method described in item 51 of the scope of patent application, obtaining factor data in # includes obtaining factor data related to a clinical condition; and, wherein the step of establishing a model uses information about the clinical condition. -I — I 1. · # 11! ≫ 1 I--.1 0 (Please read the first notice on the back before filling out this page) From the method described in item 51 of the scope of patent application, where there are several patterns Different modes, and each different mode has a corresponding different reservation This paper size applies to Chinese National Standards (CNS) / \ 4 specifications ("〗 〖X 297 male double 丨 丨 tT --------------------- 103 I Ministry of Economy Printed by the Intellectual Property Bureau's Consumer Cooperatives ¾ The characteristics of the scope of the patent application are related to each other and are related in the past. 60 and the corresponding different characteristics of the 60 ^ application of the scope of the patent scope of each non-nuclear model and- Via one of the network modes. L The method according to item 60 of the patent application scope, wherein the corresponding predetermined characteristic is one of several DRG parameters. 62. The method according to item 60 of the patent application scope, where These correspond to different predetermined features including different diagnostic groups. 63. The method described in item 60 of the scope of patent application, wherein some correspond to different predetermined features include different program groups. The same ------- ------- Installation -------- Order · ΓΐPlease read the precautions on the back before filling in this page)-丨 The paper & degree is applicable to the National Standard for Chinese Painting (CNS) Α4} See Grid （2W χ 29 * 7mm） 104