WO2019039527A1 - Système de correction de données de mesure individuelle et procédé de création de données de correction - Google Patents

Système de correction de données de mesure individuelle et procédé de création de données de correction Download PDF

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Publication number
WO2019039527A1
WO2019039527A1 PCT/JP2018/031083 JP2018031083W WO2019039527A1 WO 2019039527 A1 WO2019039527 A1 WO 2019039527A1 JP 2018031083 W JP2018031083 W JP 2018031083W WO 2019039527 A1 WO2019039527 A1 WO 2019039527A1
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measurement
data
correction
body temperature
individual
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PCT/JP2018/031083
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English (en)
Japanese (ja)
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柏木 一浩
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興和株式会社
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Priority to JP2019537668A priority Critical patent/JPWO2019039527A1/ja
Publication of WO2019039527A1 publication Critical patent/WO2019039527A1/fr

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    • AHUMAN NECESSITIES
    • A61MEDICAL OR VETERINARY SCIENCE; HYGIENE
    • A61BDIAGNOSIS; SURGERY; IDENTIFICATION
    • A61B5/00Measuring for diagnostic purposes; Identification of persons
    • A61B5/01Measuring temperature of body parts ; Diagnostic temperature sensing, e.g. for malignant or inflamed tissue

Definitions

  • the present invention relates to an individual measurement data correction system for individually correcting measurement data acquired using a measurement device to be corrected with respect to individual measurement targets, with a person and other animals as measurement targets. Furthermore, the present invention relates to a correction data generation method for generating correction data used in the individual measurement data correction system.
  • the infrared thermometer directs the infrared sensor unit to the forehead or the like of the subject (target to be measured) and non-contactly detects the infrared radiation emitted from the subject to measure the skin surface temperature of the subject. It has a function that can be measured.
  • Such an infrared thermometer can measure the skin surface temperature of the subject in a very short time. Therefore, in recent years, the frequency of use of this infrared thermometer has been increasing in hospitals and nursing facilities where it is necessary to temperature-check a large number of people every day.
  • the temperature of the subject's axilla and oral cavity is used in disease diagnosis and physical condition management.
  • a contact thermometer such as an electronic thermometer using a thermistor is used to measure the temperature of the axilla and the oral cavity.
  • these contact-type thermometers have a longer measurement time than infrared thermometers, and can not perform temperature measurement efficiently for many subjects.
  • the infrared thermometer has a function to estimate the axillary body temperature and the oral cavity temperature from the measured skin surface temperature of the subject using the estimation function set in advance and display the estimation result as the subject's body temperature. ing. Specifically, the combination data of the skin surface temperature and axillary body temperature (or oral body temperature) of a large number of persons obtained by clinical evaluation is analyzed, and a temperature estimation function or collation based on the mode or average value of the distribution A table is created. And estimation calculation to axillary body temperature and oral cavity body temperature is performed from measurement data of skin surface temperature using a common estimation function to all subjects.
  • thermometer When an individual uses an infrared thermometer to measure temperature, it is possible to determine whether the heat is higher than usual in individual recognition by grasping the tendency of the measurement result by the infrared thermometer.
  • a person in charge such as a nurse or a carer carries the infrared thermometer, measures the temperature of a large number of persons to be measured (patients and residents), and manages the measurement results, It was difficult for the person in charge to grasp the individual tendency of the measurement results for each individual person to be measured.
  • Patent Document 1 Japanese Patent Application Laid-Open No. 7-190861 discloses a temperature measurement device in which a noncontact thermometer and a contact thermometer are connected to a correction device. This temperature measurement device measures the temperature of the object with the noncontact thermometer and the contact thermometer respectively, and the emissivity measurement value of the noncontact thermometer so as to match the measurement value of the contact thermometer. Is corrected.
  • the temperature measurement device of Patent Document 1 assumes that the emissivity of the object to be measured changes significantly with the passage of time. It corrects the emissivity measurement value of the contact thermometer.
  • the temperature measurement device of Patent Document 1 is effective for the measurement target where the emissivity changes greatly as described above.
  • the measurement target is the skin surface of a human being or a homeothermic animal
  • the emissivity of the skin surface is almost common depending on the type of the measurement target, and the fluctuation due to the passage of time is small.
  • the temperature of the skin surface of a human being or a homeothermic animal differs depending on the individual measurement object or measurement site.
  • emissivity is corrected in the case of measuring human beings or homeothermic animals having such characteristics, the skin surface temperature which should have been accurately measured will be changed to a different temperature. . Therefore, there is a possibility that the measurement error may be increased.
  • the present invention has been made in view of the above-described circumstances, and in particular, in a situation where a person in charge of measurement needs to repeat measurements on a large number of measurement targets using measurement instruments, measurement data obtained from individual measurement targets
  • the purpose is to correct each with high accuracy.
  • Another object of the present invention is to improve the efficiency of measurement work by a person in charge of measurement.
  • an individual measurement data correction system is a measurement data obtained by measuring a person and other animals as measurement targets, using a measurement device to be corrected for each measurement target.
  • each correction data is individually created in advance for each individual measurement target, and stored in the correction data storage means. Conventionally, such correction data has not been created individually for individual measurement targets.
  • the measurement data correction means individually corrects the measurement data acquired from the individual measurement targets based on the correction data regarding the measurement targets, the measurement data correction unit applies to each measurement target regardless of the characteristic unique to the measurement target. It is possible to correct measurement data with high accuracy. Moreover, since the person in charge of measurement does not have to carry out additional work (for example, measurement with a contact type thermometer) which is necessary for correction every time measurement is performed, the efficiency of the measurement work by the person in charge of measurement can be improved. Can.
  • the present invention can be applied, for example, to correction of measurement data related to a noncontact thermometer such as an infrared thermometer. That is, when the measurement device to be corrected is a thermometer, the measurement data is the measurement data of the body temperature obtained by measuring the temperature measurement site specified in advance for the measurement target. For example, a value obtained by measuring the skin surface temperature of the forehead of the subject using an infrared thermometer is the measurement data. And correction data turns into data about a body temperature created based on reference body temperature data acquired with measurement data from each measurement subject.
  • the reference body temperature data be data on the reference body temperature acquired by measuring a previously-determined reference body temperature measurement site using a reference thermometer set in advance. For example, a value obtained by measuring the temperature of the axilla or oral cavity of a non-measurement person using a contact-type thermometer serves as reference temperature data, and correction data regarding the temperature is created based on the reference temperature data.
  • correction data regarding body temperature is created based on reference body temperature data, and measurement data is corrected using this correction data. Since infrared emissivity is not a correction target, the infrared emissivity is the same.
  • the measurement data can be corrected with high accuracy even for a measurement target (for example, a human being or a homeothermic animal) whose skin surface temperature differs.
  • An individual identification information set for each individual measurement object is recorded, and an identification information recording medium given to the individual measurement object, Identification information storage means for storing each identification information set for each individual measurement object in association with the individual measurement object; Identification information reading means for reading identification information recorded on an identification information recording medium; The identification information read by the identification information reading means is collated with the identification information stored in the identification information storage means, and a measurement object recognition means for recognizing the measurement object associated with the identification information is provided. Can.
  • a correction data generation method is a method of generating correction data to be used in the above-described individual measurement data correction system,
  • Multiple sets of measurement data and reference body temperature data are acquired for each measurement target by performing each process set multiple times at arbitrary time intervals, It is characterized in that correction data for an individual measurement object is created based on the plurality of pairs of data.
  • the correction data is created in advance, for example, using the above-described correction data generation method for individual measurement objects, and is stored in the correction data storage unit.
  • a correlation needs to be held between the measurement data acquired in the measurement data acquisition process and the reference body temperature data acquired in the reference body temperature data acquisition process. That is, it is preferable to carry out each of these steps within the time in which the correlation is maintained between the measurement data acquired in each of these steps and the reference body temperature data.
  • the physical condition of the object to be measured, the surrounding environment, and the like change after the measurement data (or reference body temperature data) is acquired and before the reference body temperature data (or measurement data) is acquired, they are considered as variation factors.
  • the correlation between the measurement data and the reference body temperature data may be broken. Even if the reference body temperature data and the measurement data whose correlation is broken can not be used, highly accurate correction data can not be created. Therefore, it is preferable to carry out the measurement data acquisition process and the reference body temperature data acquisition process without much time interval.
  • measurement data acquired from an individual measurement object is corrected based on correction data relating to the measurement object, so that highly accurate measurement data correction is performed for each measurement object. be able to.
  • the person in charge of measurement does not have to carry out the additional work necessary for correction every time the measurement work is performed, it is possible to improve the efficiency of the measurement work by the person in charge of measurement.
  • FIG. 1 is a block diagram showing an entire configuration of an individual measurement data correction system according to an embodiment of the present invention.
  • FIG. 2 is a flowchart showing a data processing method by the individual measurement data correction system according to the embodiment of the present invention.
  • FIG. 3 is a flowchart showing a correction data creation method according to an embodiment of the present invention.
  • FIGS. 4A and 4B are diagrams for describing a specific example of correcting measurement data with correction data (individual estimation function).
  • FIG. 5 is a block diagram showing the configuration of an individual measurement data correction system according to another embodiment of the present invention.
  • FIG. 6 is a block diagram showing the configuration of an individual measurement data correction system according to still another embodiment of the present invention.
  • thermometer 1a Infrared thermometer 1a: Measurement data transmitter 2: Electronic thermometer, 3: System main unit, 4: Measured person ID recording component, 4a: ID recording unit, 4b: ID transmitting unit, 5: server, 6: Reference temperature data transmission dedicated terminal, 11: identification information storage unit, 12: measurement object recognition unit, 13: correction data storage unit, 14: measurement data correction unit, 15: corrected measurement data storage unit, 16: reading unit, 21: correction data creation unit, 22: measurement data storage unit, 23: input unit, 24: reference body temperature data storage unit, 25: communication unit,
  • a person in charge of measurement such as a nurse or a carer carries an infrared thermometer, and a large number of test persons (patients and residents).
  • An individual measurement data correction system suitable for measuring a temperature of a measurement object e.g.
  • a measurement person at the time of normal heat is performed by a measurement person in charge such as a nurse or a carer.
  • the temperature is measured in the morning and in the evening because the body temperature is known to have a circadian rhythm and that differences can be seen in the morning and evening.
  • a measurement person in charge such as a nurse or a carer.
  • the temperature is measured in the morning and in the evening because the body temperature is known to have a circadian rhythm and that differences can be seen in the morning and evening.
  • poor physical condition and morbidity etc. can be detected at an early stage.
  • ID identification information
  • daily temperature and health status are recorded and managed in paper and electronic medical records for each patient and resident.
  • FIG. 1 is a block diagram showing an entire configuration of an individual measurement data correction system according to the present embodiment.
  • the skin surface temperature of the forehead of the person to be measured is acquired as measurement data of the body temperature using the infrared thermometer 1 (non-contact type thermometer) as the measurement device to be corrected.
  • the electronic thermometer 2 contact thermometer
  • the temperature of the axilla of the subject is acquired as reference body temperature data.
  • the system main unit 3 is constructed by a general-purpose personal computer. It is preferable that the personal computer constructing the system main unit 3 can be easily carried by the person in charge of measurement together with the infrared thermometer 1 to individual patients or residents.
  • a smartphone a notebook type or a tablet type
  • a personal computer terminal
  • the system body device 3 personal computer
  • the system body device 3 is mounted on a transport cart, and temperature measurement is performed by traveling around individual patients and residents.
  • each component of the identification information storage unit 11, the measurement object recognition unit 12, the correction data storage unit 13, the measurement data correction unit 14, the corrected measurement data storage unit 15, and the reading unit 16 is incorporated in the system main body device 3.
  • the identification information storage unit 11 related to data storage, the correction data storage unit 13 and the corrected measurement data storage unit 15 are specifically constructed by a storage device of a personal computer.
  • the measurement object recognition unit 12, the measurement data correction unit 14, and the correction data creation unit 21 are programmed based on the functions of these components, and are pre-installed on the personal computer with software and processing based on the program of the software.
  • a central processing unit (CPU) of a personal computer a central processing unit (CPU) of a personal computer.
  • the infrared thermometer 1 has a built-in measurement data transmission unit 1a for transmitting measurement data, and has a function capable of transmitting measurement data from the measurement data transmission unit 1a to the reading unit 16 of the system main unit 3 doing.
  • the subject ID recording part 4 (identification information recording medium) is a portable item for subject identification to be given to individual patients and residents (subjects) in hospitals and nursing homes, etc. For example, it comprises a commercially available ID tag.
  • An ID transmitter 4b is built in.
  • the measurement data transmission unit 1a and the ID transmission unit 4b are, for example, a communication IC chip that conforms to the NFC (Near Field Communication) standard for performing short distance wireless communication, and the reading unit 16 It is also configured with a reader that conforms to the NFC standard.
  • NFC Near Field Communication
  • the NFC standard for short distance wireless communication is preferable.
  • the short distance wireless communication method is not limited to the method conforming to the NFC standard, and another method such as Bluetooth (registered trademark) may be used.
  • each identification information (for example, ID number) set for each individual subject (measurement object) is stored in the identification information storage unit 11 with the name of the individual subject. It is stored in association with etc.
  • the reading unit 16 has a function as identification information reading means for reading the identification information recorded in the ID recording unit 4a of the subject ID recording component 4 as described above.
  • the reading unit 16 also has a function of reading measurement data of the body temperature of the individual subject obtained by the infrared thermometer 1.
  • the measurement target recognition unit 12 collates the identification information of the subject read by the reading unit 16 with the identification information stored in the identification information storage unit 11, and recognizes the subject associated with the identification information. .
  • the identification information storage unit 11, the reading unit 16, and the measurement target recognition unit 12 function as measurement target matching means for recognizing an individual subject (measurement target).
  • the correction data storage unit 13 stores correction data on the body temperature generated by the correction data generation unit 21 described later, for each individual subject.
  • the measurement data correction unit 14 stores the measurement data acquired using the infrared thermometer 1 in the correction data storage unit 13 for the individual measurement subjects recognized by the measurement target recognition unit 12. It has the function to correct based on the correction data regarding the body temperature. Then, the measurement data corrected by the measurement data correction unit 14 is stored in the corrected measurement data storage unit 15 in association with the subject.
  • FIG. 2 is a flowchart showing a data processing method by the individual measurement data correction system.
  • the patient or resident in the hospital room where the room temperature is kept substantially constant at almost fixed time in the morning and evening for the patient or resident (patient)
  • temperature measurement at normal heat is performed.
  • a measurement person in charge such as a nurse or a carer carries the infrared thermometer 1 and the system main unit 3 and patrols an individual patient or a resident at a substantially fixed time in the morning and evening, and the infrared thermometer 1 Use the temperature to carry out.
  • the person in charge of measurement brings the subject ID recording part 4 carried by the subject close to the reading unit 16 of the system main body 3, and identifies the identification information recorded in the ID recording part 4 a of the subject ID recording part 4
  • the image is read by the reading unit 16 of the system main unit 3 (step S1).
  • the measurement object recognition unit 12 collates the identification information read by the reading unit 16 with the identification information stored in the identification information storage unit 11 (step S2), and associates the identification information The subject is recognized (step S3).
  • the person in charge of measurement measures the skin surface temperature of the forehead (the measurement site) of the measurement subject using the infrared thermometer 1.
  • the infrared thermometer 1 directs the infrared sensor to the forehead or the like of the subject (target to be measured) and detects the infrared radiation emitted from the subject without contact, thereby shortening the skin surface temperature of the subject. It can be measured in time.
  • the person in charge of measurement brings the infrared thermometer 1 close to the reading unit 16 of the system main unit 3 and reads the measurement data of the body temperature acquired by the infrared thermometer 1 with the reading unit 16 of the system main unit 3 (step S4) ).
  • the system body device 3 reads out the correction data relating to the body temperature of the subject to be measured from the correction data storage unit 13 based on the identification information recognized by the measurement object recognition unit 12 (step S5). Then, based on the read correction data, the measurement data from the infrared thermometer 1 read by the reading unit 16 is corrected (step S6). The measurement data thus corrected is stored in the corrected measurement data storage unit 15 in association with the subject (step S7).
  • the system body apparatus 3 includes a correction data generation unit 21, and the correction data generation method is executed by the correction data generation unit 21.
  • the correction data generation unit 21 is programmed with a function for generating correction data, and is a software installed in advance in a personal computer and a personal computer that executes processing based on the program of the software.
  • FIG. 3 is a flowchart showing a method of generating correction data according to the present embodiment. As shown in FIG. 3, the correction data generation method is executed by each process of a measurement data acquisition process, a reference body temperature data acquisition process, and a correction data generation process.
  • the person in charge of measurement brings the subject ID recording part 4 carried by the subject close to the reading unit 16 of the system main unit 3 and the ID recording part of the subject ID recording part 4
  • the identification information recorded in 4a is read by the reading unit 16 of the system main unit 3 (step S11).
  • the measurement object recognition unit 12 collates the identification information read by the reading unit 16 with the identification information stored in the identification information storage unit 11 (step S12), and associates the identification information The subject is recognized (step S13).
  • the temperature measurement of the forehead is performed using the infrared thermometer 1 used for daily measurement of temperature for all subjects to be measured in the daily measurement of temperature
  • Perform measurement and acquire the measurement data.
  • This measurement data acquisition process can be performed in the same operation as the above-described routine temperature measurement.
  • the system main unit 3 includes the measurement data storage unit 22 and stores the acquired measurement data in the measurement data storage unit 22 in association with the subject and the date and time when the data was acquired ( Step S15).
  • the body temperature of the axilla of the subject is measured using the electronic thermometer 2 selected as the reference thermometer, and reference body temperature data is acquired.
  • the value of the body temperature measured by the electronic thermometer 2 is input from the input unit 23 such as a keyboard provided in the system main body device 3.
  • the input body temperature data becomes reference body temperature data.
  • the system main unit 3 is provided with a reference body temperature data storage unit 24, and the acquired reference body temperature data is associated with the reference body temperature data storage unit 24 with the subject and the date when the data was acquired. Save (step S17).
  • the reference body temperature data acquisition step is performed in combination with the measurement data acquisition step, recognition of the person to be measured can also be performed in common.
  • the subject ID recording part 4 carried by the subject at the beginning of each process Perform the task of reading the identification information from
  • the correlation needs to be maintained between the measurement data acquired in the measurement data acquisition process and the reference body temperature data acquired in the reference body temperature data acquisition process. Therefore, it is preferable to perform the reference body temperature data acquisition step on the same subject together with the execution of the measurement data acquisition step from the viewpoint of efficiently performing the work.
  • the measurement data acquisition process and the reference body temperature data acquisition process are performed a plurality of times at arbitrary time intervals, with both processes as a set. For example, for each individual subject, the set of these steps is performed twice in the morning and in the evening for two days. In this way, for each individual subject, data is repeatedly acquired multiple times until the data is acquired the specified number of times at predetermined time intervals while the paired data of the measurement data and the reference body temperature data is acquired in advance (Step S18).
  • the system main body 3 is provided with a function of measuring a time, a date, etc. If it is not time to acquire the next data, it is desirable that the data can not be acquired (step S19).
  • the correction data creation unit 21 executes a correction data creation step (step S20), and based on the plurality of paired data, it is made for each individual subject. Create correction data on body temperature.
  • the correction data thus created is stored in the correction data storage unit 13 in association with the subject (step S21).
  • correction data (estimation function) for estimating the reference body temperature data from the measurement data is calculated by analyzing the variation of the measurement data with respect to the reference body temperature data by a statistical method.
  • linear single regression analysis can be used to derive individual estimation functions (correction data). Since this method requires a small amount of calculation, it can be easily processed by a general-purpose personal computer.
  • skin surface temperature (measurement data) x, axillary body temperature (reference body temperature data) y, regression coefficient p, intercept q, number of n pairs of data pairs ⁇ x, y ⁇ is k, and the following equation (1)
  • ⁇ x [n] stored for each subject, p and q which minimize the squared error are determined.
  • the values of p and q are independent for each subject.
  • y [k] p * x [k] + q (1)
  • the estimated body temperature y1 is calculated using the following equation (2), using the regression coefficient p1 of the subject, the intercept q1 calculated in advance, and the skin surface temperature (measurement data) x1 of the subject measured at that time: ) Can be calculated.
  • y1 p1 * x1 + q1 (2)
  • the axillary body temperature is estimated to be 36.6 ° C. when the skin surface temperature (measurement data) is x0 ° C.
  • the skin surface temperature (measurement data) is different from x0 ° C. (xa ⁇ x0 ⁇ xb) even if the axillary body temperature is the same 36.6 ° C.
  • the axillary body temperature estimated by the standard estimation function is lower than the original axillary body temperature of the subject a and is higher than the original axillary body temperature of the subject b.
  • the subject a when using the correction data (individual estimation function) related to the body temperature generated by the correction data generation unit 21, the subject a is fa (xa) and the subject b is fb. It is corrected to 36.6 ° C. which is the original axillary body temperature calculated from (xb).
  • FIG. 5 is a block diagram showing the configuration of an individual measurement data correction system according to another embodiment of the present invention.
  • the individual measurement data correction system shown in the figure configures part of the functions of the system main unit 3 in the server 5, and data communication between the system main unit 3 and the server 5 is performed by wireless communication means such as Wi-Fi. It is configured to run.
  • a plurality of persons in charge of measurement at multiple locations in a hospital or a care facility by incorporating the data storage units of the identification information storage unit 11, the correction data storage unit 13, and the corrected measurement data storage unit 15 in the server 5. It is possible to refer to the temperature measurement and the corrected measurement data by using the system main unit 3 respectively, and it becomes possible to share the work and carry it out more efficiently.
  • FIG. 6 is a block diagram showing the configuration of an individual measurement data correction system according to still another embodiment of the present invention.
  • the communication unit 25 for executing data communication with the server 5 by wireless communication means such as Wi-Fi is built in the infrared thermometer 1 and the measurement obtained by the infrared thermometer 1 Data is directly transmitted to the communication unit 25 incorporated in the server 5.
  • system main body device 3 is omitted, and the identification information storage unit 11, the measurement target recognition unit 12, the correction data storage unit 13, the measurement data correction unit 14, the corrected measurement data storage unit 15, the measurement data storage unit 22, the reference body temperature
  • the server 5 is configured to execute generation of correction data and correction processing of measurement data.
  • the person in charge of measurement carries the reference temperature data transmission dedicated terminal 6 including the input unit 23 and the communication unit 25. It is made to do.
  • the reference body temperature data transmission dedicated terminal 6 can be substituted by a tablet type terminal used as the system main body device 3.
  • the infrared thermometer 1 also includes a reading unit 16 for reading identification information of the subject from the subject ID recording part 4, and transmits measurement data to the server 5 in association with the read identification information.
  • the reference body temperature data transmission dedicated terminal 6 also includes a reading unit 16 for reading the identification information of the subject from the subject ID recording part 4, and the reference body temperature data is used as a server in association with the read identification information. Send to 5
  • the measurement target includes not only humans but also animals.
  • the measuring device to be corrected is not limited to the infrared thermometer 1, and various measurements that require correction individually depending on the measuring object, such as other non-contact thermometers, blood pressure monitors, body fat meters, tonometers With respect to equipment, it is possible to construct the system of the invention.
  • part which acquires measurement data is not limited to a forehead part of a to-be-measured person, You may measure other sites and may acquire measurement data.
  • standard body temperature data is not limited to axilla of a to-be-measured person, You may measure other site
  • the reference thermometer for acquiring reference body temperature data is not limited to the electronic thermometer, and various contact thermometers capable of reliably measuring the body temperature can be applied.

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Abstract

La présente invention comprend une unité de stockage de données de correction (13) qui stocke des données de correction créées pour des cibles de mesure individuelles ; une unité de reconnaissance de cible de mesure (12) qui reconnaît des cibles de mesure individuelles. Les données de mesure obtenues à l'aide d'un thermomètre infrarouge (1), qui sont une cible de correction, sont corrigées par une unité de correction de données de mesure (14), pour des cibles de mesure individuelles reconnues par l'unité de reconnaissance de cible de mesure (12), lesdites corrections de données de mesure étant effectuées sur la base de données de correction pour des cibles de mesure individuelles sauvegardées dans l'unité de stockage de données de correction (13).
PCT/JP2018/031083 2017-08-24 2018-08-23 Système de correction de données de mesure individuelle et procédé de création de données de correction WO2019039527A1 (fr)

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Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102342827A (zh) * 2010-08-06 2012-02-08 陈哲 一种新型电子体温计
JP2013128572A (ja) * 2011-12-20 2013-07-04 Terumo Corp 集団生活管理システム及び集団生活管理方法
KR20150059480A (ko) * 2013-11-22 2015-06-01 백준혜 분리형 온도측정장치 및 비정상 온도 알람 방법
US20150164346A1 (en) * 2013-12-05 2015-06-18 Medisim, Ltd. Flexible thermometer for invasive and non-invasive measurement and predictive based on additional parameters measurement
US20170156594A1 (en) * 2015-12-07 2017-06-08 Bodymedia, Inc. Systems, methods, and devices to determine and predict physilogical states of individuals and to administer therapy, reports, notifications, and the like therefor

Patent Citations (5)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN102342827A (zh) * 2010-08-06 2012-02-08 陈哲 一种新型电子体温计
JP2013128572A (ja) * 2011-12-20 2013-07-04 Terumo Corp 集団生活管理システム及び集団生活管理方法
KR20150059480A (ko) * 2013-11-22 2015-06-01 백준혜 분리형 온도측정장치 및 비정상 온도 알람 방법
US20150164346A1 (en) * 2013-12-05 2015-06-18 Medisim, Ltd. Flexible thermometer for invasive and non-invasive measurement and predictive based on additional parameters measurement
US20170156594A1 (en) * 2015-12-07 2017-06-08 Bodymedia, Inc. Systems, methods, and devices to determine and predict physilogical states of individuals and to administer therapy, reports, notifications, and the like therefor

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