WO2015092820A2 - System and method for collecting and processing medical information and its use thereof - Google Patents

System and method for collecting and processing medical information and its use thereof Download PDF

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Publication number
WO2015092820A2
WO2015092820A2 PCT/IN2014/050002 IN2014050002W WO2015092820A2 WO 2015092820 A2 WO2015092820 A2 WO 2015092820A2 IN 2014050002 W IN2014050002 W IN 2014050002W WO 2015092820 A2 WO2015092820 A2 WO 2015092820A2
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medical
underwriting
information
applicant
screening
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PCT/IN2014/050002
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French (fr)
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Shimul Sengupta
Nayan C. SHAH
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Shimul Sengupta
Shah Nayan C
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Publication of WO2015092820A2 publication Critical patent/WO2015092820A2/en

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    • GPHYSICS
    • G06COMPUTING; CALCULATING OR COUNTING
    • G06QINFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES; SYSTEMS OR METHODS SPECIALLY ADAPTED FOR ADMINISTRATIVE, COMMERCIAL, FINANCIAL, MANAGERIAL OR SUPERVISORY PURPOSES, NOT OTHERWISE PROVIDED FOR
    • G06Q40/00Finance; Insurance; Tax strategies; Processing of corporate or income taxes
    • G06Q40/08Insurance
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H10/00ICT specially adapted for the handling or processing of patient-related medical or healthcare data
    • G16H10/20ICT specially adapted for the handling or processing of patient-related medical or healthcare data for electronic clinical trials or questionnaires
    • GPHYSICS
    • G16INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR SPECIFIC APPLICATION FIELDS
    • G16HHEALTHCARE INFORMATICS, i.e. INFORMATION AND COMMUNICATION TECHNOLOGY [ICT] SPECIALLY ADAPTED FOR THE HANDLING OR PROCESSING OF MEDICAL OR HEALTHCARE DATA
    • G16H50/00ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics
    • G16H50/20ICT specially adapted for medical diagnosis, medical simulation or medical data mining; ICT specially adapted for detecting, monitoring or modelling epidemics or pandemics for computer-aided diagnosis, e.g. based on medical expert systems

Definitions

  • Medical underwriting is the process of analyzing a wide range of information for better predicting the expected cost for potential clients.
  • the present invention relates to a system and method for medical underwriting wherein the required medical data is collected, processed and transmitted to the end customer.
  • the current method for medical underwriting includes an extensive use of riders to limit coverage for specific conditions and reliance upon medical professional judgment for rating purposes.
  • underwriting is the process an insurance company uses to determine whether or not a potential customer is eligible for insurance, and the rate that potential customer should pay for the insurance if eligible.
  • the purpose of medical underwriting is to spread risk among a pool of insured in a manner that is both fair to the customer and profitable for the insurer.
  • insurance companies need to make a profit. Therefore, it does not make sense for them to sell term insurance, for example, to everyone who applies for it. Although they do not want to make customers pay an excessively high rate, it is not wise for them to charge all their policyholders the same premium.
  • Underwriting enables the company to "weed out" certain applicants and to charge the remaining applicants premiums that are commensurate with their level of risk.
  • Risk classification determines to a significant degree the premium a customer will pay for insurance.
  • Four typical risk groups are: standard, preferred, substandard, and uninsurable. Each of these is explained below. Standard risks: These are individuals who, according to the insurance company's underwriting standards, are entitled to term insurance without having to pay a rating surcharge or be subjected to policy restrictions.
  • This group includes individuals whose mortality experience (i.e., life expectancy) as a group is expected to be above average and to whom the company offers a lower than standard rate.
  • the most common preferred class today is nonsmokers, for whom many insurers now offer a favorable rate.
  • Substandard risks These are individuals who, because of their health and/or other factors, cannot be expected (on average) to live as long as people who are not subject to these risk factors. Substandard applicants are insurable, but only at higher than standard rates that reflect the added risk. Policies issued to substandard applicants are referred to as rated or extra risk policies.
  • An insurance company typically looks at a number of factors during the underwriting process in order to evaluate a potential customer in terms of risk. These factors enable the insurer to decide whether or not the potential customer is insurable. If the potential customer is insurable, these factors help place them into the appropriate risk group. Some of the factors considered are age, sex, current health/physical condition, personal health history, family health history, financial condition, personal habits/character, occupation, and hobbies.
  • An insurance company will gather information about potential customers from several sources.
  • the basic source of underwriting information is a completed customer application.
  • the questions on the application are designed to give the insurer much of the information needed to make a decision.
  • the company then either rejects an application or accepts it and offer insurance at a certain rate, or seeks additional information.
  • the company places great weight on the recommendations of a broker or insurance agent, particularly if the broker or agent has a good track record with the company.
  • an insurer may request a report from an independent company that specializes in the investigation of personal matters. This inspection report may provide the insurer with a wide range of personal information about a potential customer above and beyond what is on the application.
  • the insurer may seek information on a potential customer from one of the cooperative information bureaus the insurance industry supports.
  • the best known example is the Medical Information Bureau (MIB), which maintains centralized files on the physical condition of individuals who have applied for life insurance with member companies.
  • MIB Medical Information Bureau
  • one of the primary factors in assessing risk is an individual's health. Accordingly, it is no surprise that one of the most important sources of underwriting information is a physical exam. After examining a potential customer, a physician selected by the insurance company supplies the company with a detailed medical report. This report generally tells the company all it needs to know about the potential customer's present health.
  • the underwriting process is currently a manual process. It involves numerous people including agents and doctors, and it is very time-consuming. In view of the foregoing, it can be appreciated that a substantial need exists for systems and methods that can automate the underwriting process, improve decision-making, reduce the number of people involved and speed the overall process.
  • the following is an example illustrating the risk profile presented by groups of modest size, in this case for a group of 500 employees. It assumes that the binominal distribution is an accurate representation of the likelihood of death. A 90% confidence interval is calculated. The following table lists the range of number of life claims in the confidence interval at 3 different probabilities for the event.
  • a group has 2 events, it is in the 90% confidence interval for probabilities 0.001, 0.005 and 0.010 or a potential range of a 10-fold difference in true underlying probabilities for the event. This could result in a 10-fold difference in premium. If 0 or 1 event occurs, the underlying rate could be a 0.001 or 0.005 or a 5-fold difference in the true probability. Therefore, refined analytic methods are needed for accurate premium rate settings to reflect the group's underlying risk since the 5-fold or 10-fold difference in risk would turn into a 5-fold or 10-fold difference in insurance premium. The 5-fold or 10-fold range in risk and premium should be unacceptable to both the insurer and the insured.
  • the alternative actuarial approach uses estimates of group risk based on the age and gender (demographics) of each group's employees by using tables based on data pooled from many groups (i.e., manual rates). Assume for example, the likelihood of a 20 year old male dying in a year is about 1/1,000 and the likelihood for a 62 years old male is about 10/1,000.
  • the group risk is calculated by summing each eligible employee's demographic risk, the sum being the group's base risk.
  • the group's experience may be used to adjust (usually done via a weighted average) the demographic risk higher or lower, depending upon the historical experience. While the demographic incidence rates may be modified by the industrial codes and geographic location of specific groups they do not specifically adjust for the considerable variation in the underlying morbidity of employees which underlies the risks of life claims.
  • Biometric screening proposes an inherent manner of underwriting patients by ascertaining clinical factors such as body mass index (BMI), bone mineral index etc. These factors have been proven to be indicators of progressive disease in patients.
  • the invention which lies in US7831451 relates to systems and methods for automating insurance underwriting by integrating information from multiple online databases and creating decision making advice useful to insurance underwriters.
  • One system includes a client, database, and server.
  • the client allows an underwriter to enter applicant information, enter customized risk modifiers, and receive an underwriting decision.
  • the database provides additional applicant information. This information can include one or more of prescription drug history, credit history, motor vehicle records, and geocentric mortality risk.
  • the server obtains the applicant information, calculates the applicant's risk, makes an underwriting decision.
  • Another system calculates a prescription drug risk for an applicant from pharmacy benefits management data, drug risk category data, and application data.
  • Another system calculates a geocentric mortality risk for an applicant from census data, mortality data, credit information, and application data.
  • Preset external modifiers are added to systems and methods of calculating risk in order to allow the underwriter to customize the risk results.
  • the invention in US8090599 relates generally to a computer system and method for integrating insurance policy underwriting.
  • it integrates the older legacy insurance policy generating systems to on line systems where users access the system through browsers.
  • the computer system to perform the process of underwriting, rating, quoting, binding, and booking an insurance policy includes browsers, data bases, processors and a dispatcher that parses the information to select an insurance process. Suitable software programs review messages received from users to determine if certain messages are less than a prescribed limit. If a message is greater than the limit, then the message is parsed into header information and one or more data fields whereby the header information is provided to a legacy processor and to policy generation software for further creation of policy related information and documentation.
  • US patent numbers US555439 & US7249040 talk about a method of underwriting group life insurances for a policy period.
  • the method includes collecting medical claims data for the group to be underwritten, where each medical claim being related to a particular employee of the group.
  • Morbidity categories are provided that categorize the medical claims in the medical claims data.
  • a conditional probability model is developed and applied to the morbidity categories for each employee in the group using his medical claims, thereby calculating the expected conditional probability for each employee dying or being disabled during the policy period. For each employee, an estimate of the expected life claim cost is estimated using an index of the life coverage to salary and the expected cost of incurring a disability given their morbidity categories is derived.
  • a common practice in medical underwriting is the use of professional medical judgment. Many insurers hire general physicians to examine applications and apply their own judgment to determine an applicant's rating. While it is usually inexpensive depending on the economic conditions and medical professionals' salary levels, it is not optimal for setting accurate ratings. It is likely possible that the judgment based ratings will be significantly prejudiced, as the information used is based on the doctor's personal experiences. Two physicians could rate the same condition in a very different manner. The use of professional medical judgment also makes it more difficult to be consistent between cases if the ratings are based on individual judgment. Empirically it can be shown; that it is likely the physician will be familiar with the symptoms and treatments for particular conditions and it is less likely that they are familiar with the total medical costs for these procedures.
  • Riders are a common and useful tool for underwriters and are sometimes not used to its fullest potential. However, riders are not always a good way to reduce costs. Before the application of riders, it is critical to analyse which riders are effective and which are ineffective. Firstly, there is no reason to exclude conditions for which the rider has been shown ineffective in reducing costs, since additional coverage could attract potential clients and thus present a competitive advantage to the insurer. As well, if an insurer is not aware that a particular rider does not effectively reduce costs, it is possible they will issue the rider and reduce the premium they charge, without receiving any reduction in claim cost. Secondly, rider usage can be used as a competitive tool because insurers offering different riders may attract different risks.
  • the most defendable and relevant tool to use for medical underwriting should be evidence- based and should be appropriate for medical risks. Such underwriting needs to have through extensive data work, actuarial judgment, and objective clinical expertise.
  • the underwriting tools should provide underwriters with evidence-based information to use when setting premiums for particular risks. Over time the underwriting guidelines would be able to have specific data-based rating conditions, as well as incorporate a significant variability in clients based on their specific health state.
  • the present invention relates to a system and method for medical underwriting to be used in insurance companies. More particularly, this invention relates to a system which comprises the steps of identifying the diagnostic centre provided by an applicant, medical examination and investigation and health check -up information provided by the applicant.
  • this invention also relates to a method for considering a wide range of information to better predict the expected costs for a potential individual or group of individuals. Further, this invention relates to a system and method for medical underwriting include an extensive use of riders to limit coverage for specific conditions, reliance upon medical professional judgment for rating purposes, and application of life/health insurance underwriting guidelines or standardized medical underwriting guidelines. This invention also relates to provide to allow an insurer to cover those individuals they perceive as good risks, while avoiding (when possible) the bad risks.
  • the invention provides a system and method for medical underwriting wherein authenticity of the insured clients has been maintained through biometric screening digital certificates, digital signatures or any other new advanced means.
  • the invention also provides a system wherein the wellness initiatives in form of consultation services like consultation by various doctors and healthcare professionals like dieticians, physiotherapist and various other paramedics has been provided through different communication modes; so that the services reach even the remotest areas where there is a lack of these services.
  • the insured client explains his health problem on call/short message service to the dietician and the dietician sends the daily modified diet plan to the insured person to suit his health condition and to aid his betterment.
  • the invention also provides a system wherein kiosk style mini diagnostic centres have been set up where the laboratory testing is done for various medical conditions ranging from simple to complex.
  • the present invention relates to a system and method for medical underwriting to be used in insurance companies. More particularly, this invention relates to a system which comprises the steps of identifying the diagnostic centre provided by an applicant, medical examination and investigation and health check -up information provided by the applicant. With the help of this invention an insurer can cover individuals which they perceive as good risks while at the same time individuals with bad risk can be avoided whenever possible.
  • the objective of the present invention is to make the process of medical underwriting more advantageous and technically sound than the existing systems and to remove all the defects in the existing systems.
  • Another object of the present invention is to provide a computer readable medium having code for causing a processor to use the information of diagnostic centre in insurance underwriting, the computer readable medium comprising of:
  • code adapted to identify the information of diagnostic centre provided by an applicant code adapted to identify medical examination and investigation and health check-up information provided by the applicant; code adapted to assess a consistency between the above information and code adapted to consider a wide range of information to better predict the expected costs for a potential applicant or group of applicants.
  • Another object of the present invention is to provide a system and method for medical underwriting which is evidence-based and is appropriate for determining the medical risks.
  • the process underwriting involves a through extensive data work, actuarial judgment, and objective clinical expertise.
  • Another object of the present invention is to provide a system and method for medical underwriting wherein authenticity of the insured clients has been maintained through biometric screening, digital certificates, digital signatures or any other new advanced means.
  • Another object of the present invention is to provide a system wherein the wellness initiatives in form of consultation services like consultation by various doctors and healthcare professionals like dieticians, physiotherapist and various other paramedics is provided through different communication modes; so that the services reach even the remotest areas where there is a lack of these services.
  • Another object of the present invention is to provide a system wherein kiosk style mini diagnostic centres have been set up where the laboratory testing is done for various medical conditions ranging from simple to complex.
  • the invention relates to a method for using medical test and medical information in insurance underwriting, the method is explained by the steps below:
  • Diagnostic Centre forwards the data to the insurance company either in Digital format or in hard copy; e) After that agency does the necessary data entry if any and forwards the data in electronic format to the underwriting office characterised in that portability where the insurer is supposed to pass on the data to the next insurer.
  • a system for using medical test and medical information in insurance underwriting comprising:
  • an insurance module for making at least one insurance underwriting decision based on the consistency between the above information
  • a wellness module for providing consultation services like consultation by various doctors and healthcare professionals like dieticians, physiotherapist and various other paramedics through different communication modes; so that the services reach even the remotest areas where there is a lack of these services;
  • a diagnostic module in form of kiosk style mini diagnostic centres where the laboratory testing is done for various medical conditions ranging from simple to complex.
  • the present invention provides a system and method which is evidence-based and medical underwriters use it when setting premiums for particular risks. It can be seen by the recent developments that Biometric health screening, Magnetic resonance technology coupled with latest medical gadgets for Sp02, PEF computerized measurements, one touch HB estimation have opened new doors to do so.
  • the evidence based health insurance underwriting uses the following:
  • Body composition analysis is a physical test that measures the proportion of the various components of a person's body.
  • the components comprise of the following:
  • Body Mass Index is a calculation that determines weight status in adults by using their weight and height. People who have a BMI in the overweight or obese ranges may have a higher risk of cardiovascular disease, diabetes, arthritis, and some forms of cancer.
  • BMR Basic Metabolic Rate
  • Total body water which includes the intracellular water and the extra cellular water the latter consisting of the interstitial or tissue fluid and the intravascular fluid or plasma.
  • the extra cellular fluids also contain the Tran cellular fluids that are formed by active transport processes and include saliva, cerebrospinal fluid, and the fluids of the eye and the secretary glands and so on.
  • Organ Analysis by magnetic resonance technique following multiple organ functionality that can be tested leading to detection of early indicators of disease onset and progression. Organ functionality can be tested for over 20 organs.
  • Biometric Screening involves fingerprinting and eye scans which are matched with the test result to make sure that the applicant is the one who went to the diagnostic centre and took all those tests. This step is necessary to make sure that no fraud is committed on behalf of the applicant by sending a completely healthy individual to take the test for him so that he can get insurance with less riders.
  • a biometric health screen is intended to provide the patient with a simple scorecard of the leading indicators of overall health. This scorecard has two purposes:
  • An insurance company can financially penalize clients to keep costs down by monitoring the health status of its insured population.
  • Underwriting guidelines can utilize such evidence-based underwriting as a base. When developing specific guidelines, it is important to recognize the differences in relative costs of services (for example, prescription drugs are a greater percentage of costs), as well as number of other factors. Here are some key changes that could be considered in the long run:
  • Distribution of care Recognize that the target patient population has different patterns of care, which lead to different costs for the same conditions. This will determine what the overall distribution of Inpatient, Outpatient, Physician, Drugs, or Other cost in the target geography, and adjust each condition accordingly.
  • Marginal cost levels There are differences in marginal cost levels between geographies. For example, if outpatient care is very expensive in one city but relatively less expensive in the target city, then a condition that is primarily outpatient will be relatively lower cost in locally.
  • Client involvement Involvement of clients via risk assessment tools and lifestyle assessment and wellness initiative using a health portal.
  • the main reason why health insurance agencies should push for this test is economics.
  • Such screenings would reduce overall medical expenses. It is better for client and insurance company to know about a health problem early on so that the client can begin taking care of it before it's too late and the disease becomes chronic. This type of health screening should be done once a year as these tests also promote good health, health awareness, and health education.
  • a first computer receives a request for medical information including identification of a subject.
  • the identity of the person authenticating the release form is confirmed using biometric identification and authentication.
  • the first computer transmits the query after authentication to a second computer at a medical information repository.
  • the computer sends the request to third-party acting in behalf of the patient to retrieve their records stored at a medical information repository for information pursuant to the request.
  • the first computer then receives a response to the query containing medical information.
  • the biometric identification may be confirmed as authentic by both the party receiving the request or by another third party.
  • a health care provider has and maintains medical records of an individual and the individual requests copies of those records for use by the individual or a third party
  • the health care provider is required to deliver copies of the requested records to the individual or third party.
  • the health care provider is also required to retain a copy of which records were delivered and to whom.
  • the method of the present invention uses biometric identification, to expedite the records retrieval process and to comply with the associated legal requirements. Having an immediate online access to medical information such as prescription history and medical records (made possible by the use of the novel method) raises potential risks if the consent for release of the information cannot be verified as authentic.
  • Embodiments of the present invention utilize such identity information to verify that a user being monitored for certain medical information is the correct user. Once the user's identity has been verified (or while the user's identity is being verified), a second sensor may be operated to obtain other medical or health status related data for transmission to the insurance company. In this manner, embodiments allow the collection of data from a user with a high degree of certainty that the data was collected from the right person. Other verification techniques may also be utilized, including, for example, fingerprint or other biometric techniques.
  • the present invention employs biometric authentication in combination with digital certificates and digital signatures to greatly prevent any fraud.
  • Certain biological traits such as the unique characteristics of each person's fingerprint, iris scans, and facial features have been measured and compared and found to be unique or substantially unique for each person. These traits are referred to as biometrics.
  • biometrics The computer and electronics industry is developing identification and authentication means that measures and compares certain biometrics with the intention of using them as biological "keys" or "passwords.” Other means for securing the system could be employed in addition to those disclosed above.
  • the present invention also provides a system wherein the wellness initiatives in form of consultation services like consultation by various doctors and healthcare professionals like dieticians, physiotherapist and various other paramedics is provided through different communication modes; so that the services reach even the remotest areas where there is a lack of these services.
  • the insured client explains his health problem on call/ short message service to the dietician and the dietician sends the daily modified diet plan to the insured person to suit his health condition and to aid his betterment.
  • the present invention also provides a system wherein kiosk style mini diagnostic centres have been set up where the laboratory testing is done for various medical conditions ranging from simple to complex.
  • the mobile application provides reports, user interfaces, graphics and other information to the user about the data.
  • the insurance company may also provide health-status related feedback to a user.
  • a remote entity may provide personalized messages, feedback, information or advice to help the user maintain, improve, or control a health condition.
  • a user who has heart problems and who provides periodic cardiovascular condition data to an insurer may receive specific feedback or messaging in response to the data, such as a supportive message confirming that the user's heart condition is being maintained properly, or as specific advice or information about how to achieve more desirable results.
  • the user may be incentivized or motivated to learn more about maintaining or improving a particular health condition.
  • a user with a heart condition may be required to read, view or interact with educational information related to their condition (such as a series of videos or articles providing tips on exercise or diet that can reduce cholesterol).
  • the information may be presented to the user via the mobile device under control of a mobile application which records whether the user has viewed or interacted with the educational information.

Description

SYSTEM AND METHOD FOR COLLECTING AND PROCESSING MEDICAL INFORMATION AND ITS USE THEREOF
FIELD OF THE INVENTION Medical underwriting is the process of analyzing a wide range of information for better predicting the expected cost for potential clients. The present invention relates to a system and method for medical underwriting wherein the required medical data is collected, processed and transmitted to the end customer. The current method for medical underwriting includes an extensive use of riders to limit coverage for specific conditions and reliance upon medical professional judgment for rating purposes.
BACKGROUND OF THE INVENTION
In general, underwriting is the process an insurance company uses to determine whether or not a potential customer is eligible for insurance, and the rate that potential customer should pay for the insurance if eligible. The purpose of medical underwriting is to spread risk among a pool of insured in a manner that is both fair to the customer and profitable for the insurer. Like other businesses, insurance companies need to make a profit. Therefore, it does not make sense for them to sell term insurance, for example, to everyone who applies for it. Although they do not want to make customers pay an excessively high rate, it is not wise for them to charge all their policyholders the same premium. Underwriting enables the company to "weed out" certain applicants and to charge the remaining applicants premiums that are commensurate with their level of risk.
Risk classification determines to a significant degree the premium a customer will pay for insurance. Four typical risk groups are: standard, preferred, substandard, and uninsurable. Each of these is explained below. Standard risks: These are individuals who, according to the insurance company's underwriting standards, are entitled to term insurance without having to pay a rating surcharge or be subjected to policy restrictions.
Preferred risks: This group includes individuals whose mortality experience (i.e., life expectancy) as a group is expected to be above average and to whom the company offers a lower than standard rate. The most common preferred class today is nonsmokers, for whom many insurers now offer a favorable rate.
Substandard risks: These are individuals who, because of their health and/or other factors, cannot be expected (on average) to live as long as people who are not subject to these risk factors. Substandard applicants are insurable, but only at higher than standard rates that reflect the added risk. Policies issued to substandard applicants are referred to as rated or extra risk policies.
Uninsurable: These are applicants to whom the company refuses to sell term insurance because they are unwilling to shoulder the risks. They have decided that the risk factors associated with the applicant are too great or too numerous. In other cases, the applicant's circumstances may be so rare or unique that the company has no basis to arrive at a suitable premium.
An insurance company typically looks at a number of factors during the underwriting process in order to evaluate a potential customer in terms of risk. These factors enable the insurer to decide whether or not the potential customer is insurable. If the potential customer is insurable, these factors help place them into the appropriate risk group. Some of the factors considered are age, sex, current health/physical condition, personal health history, family health history, financial condition, personal habits/character, occupation, and hobbies.
An insurance company will gather information about potential customers from several sources. In the case of term insurance, the basic source of underwriting information is a completed customer application. The questions on the application are designed to give the insurer much of the information needed to make a decision. The company then either rejects an application or accepts it and offer insurance at a certain rate, or seeks additional information. In many cases, the company places great weight on the recommendations of a broker or insurance agent, particularly if the broker or agent has a good track record with the company. In some cases, an insurer may request a report from an independent company that specializes in the investigation of personal matters. This inspection report may provide the insurer with a wide range of personal information about a potential customer above and beyond what is on the application. In addition to an inspection report, the insurer may seek information on a potential customer from one of the cooperative information bureaus the insurance industry supports. The best known example is the Medical Information Bureau (MIB), which maintains centralized files on the physical condition of individuals who have applied for life insurance with member companies. In life insurance, one of the primary factors in assessing risk is an individual's health. Accordingly, it is no surprise that one of the most important sources of underwriting information is a physical exam. After examining a potential customer, a physician selected by the insurance company supplies the company with a detailed medical report. This report generally tells the company all it needs to know about the potential customer's present health.
The underwriting process is currently a manual process. It involves numerous people including agents and doctors, and it is very time-consuming. In view of the foregoing, it can be appreciated that a substantial need exists for systems and methods that can automate the underwriting process, improve decision-making, reduce the number of people involved and speed the overall process.
In order to set appropriate premiums for these risks it is necessary to estimate the likelihood of the insured events (number of deaths) and the severity (or cost) of each event, for each insured group. Because of the relative rarity of these events for life, the experience of a group is too small to provide reliable estimates for any but the largest groups (e.g., with ten thousand or more employees).
The following is an example illustrating the risk profile presented by groups of modest size, in this case for a group of 500 employees. It assumes that the binominal distribution is an accurate representation of the likelihood of death. A 90% confidence interval is calculated. The following table lists the range of number of life claims in the confidence interval at 3 different probabilities for the event.
TABLE 1
Confidence Interval Example; 90% Confidence Interval
Probability Lower Bound Upper Bound
.001 0 2
.005 0 5
.010 2 9
If a group has 2 events, it is in the 90% confidence interval for probabilities 0.001, 0.005 and 0.010 or a potential range of a 10-fold difference in true underlying probabilities for the event. This could result in a 10-fold difference in premium. If 0 or 1 event occurs, the underlying rate could be a 0.001 or 0.005 or a 5-fold difference in the true probability. Therefore, refined analytic methods are needed for accurate premium rate settings to reflect the group's underlying risk since the 5-fold or 10-fold difference in risk would turn into a 5-fold or 10-fold difference in insurance premium. The 5-fold or 10-fold range in risk and premium should be unacceptable to both the insurer and the insured.
The alternative actuarial approach uses estimates of group risk based on the age and gender (demographics) of each group's employees by using tables based on data pooled from many groups (i.e., manual rates). Assume for example, the likelihood of a 20 year old male dying in a year is about 1/1,000 and the likelihood for a 62 years old male is about 10/1,000. The group risk is calculated by summing each eligible employee's demographic risk, the sum being the group's base risk. The group's experience may be used to adjust (usually done via a weighted average) the demographic risk higher or lower, depending upon the historical experience. While the demographic incidence rates may be modified by the industrial codes and geographic location of specific groups they do not specifically adjust for the considerable variation in the underlying morbidity of employees which underlies the risks of life claims.
The experience based rates adjust for the historical or backward looking component of underlying morbidity but do not provide an accurate estimate of the future morbidity risk for modest size groups. Accordingly, there is a need for underwriting methods that address groups of modest size and accounts for the underlying morbidity of the employees making up a group.
Medical underwriting guidelines are a critical tool that health insurers use to better understand their risks. The better the understanding of risk, the better an insurer can predict and react to the costs incurred by their clients. While the actual tools underwriters use do not vary significantly, the way they are applied does. Available information causes insurers to respond differently to the underwriting processes.
The traditional underwriting process that is currently in use has endemic issues including non- standardized testing, difficult accessibility due to non-digitization and possibility of results being doctored. It is important for underwriters to understand the costs of using inferior methods as it might be less expensive initially to use such methods, the costs due to adverse selection by individuals and underestimation of medical costs can be high. Therefore it is important for an insurer to use appropriate underwriting tools, or else it may attract undesirable risks and he may lose its competitive edge.
To have a distinct advantage over the competition an insurer should use more sophisticated tools like biometric screening techniques that provide a comprehensive analysis of factors that have proven to lead to chronic diseases. These chronic diseases such as Crohn's disease or Rheumatoid arthritis can cause on-going costs due to chronic therapy required by clients of insurance companies. Biometric screening proposes an inherent manner of underwriting patients by ascertaining clinical factors such as body mass index (BMI), bone mineral index etc. These factors have been proven to be indicators of progressive disease in patients.
The invention which lies in US7831451 relates to systems and methods for automating insurance underwriting by integrating information from multiple online databases and creating decision making advice useful to insurance underwriters. One system includes a client, database, and server. The client allows an underwriter to enter applicant information, enter customized risk modifiers, and receive an underwriting decision. The database provides additional applicant information. This information can include one or more of prescription drug history, credit history, motor vehicle records, and geocentric mortality risk. The server obtains the applicant information, calculates the applicant's risk, makes an underwriting decision. Another system calculates a prescription drug risk for an applicant from pharmacy benefits management data, drug risk category data, and application data. Another system calculates a geocentric mortality risk for an applicant from census data, mortality data, credit information, and application data. Preset external modifiers are added to systems and methods of calculating risk in order to allow the underwriter to customize the risk results.
The invention in US8090599 relates generally to a computer system and method for integrating insurance policy underwriting. In one aspect it integrates the older legacy insurance policy generating systems to on line systems where users access the system through browsers. The computer system to perform the process of underwriting, rating, quoting, binding, and booking an insurance policy includes browsers, data bases, processors and a dispatcher that parses the information to select an insurance process. Suitable software programs review messages received from users to determine if certain messages are less than a prescribed limit. If a message is greater than the limit, then the message is parsed into header information and one or more data fields whereby the header information is provided to a legacy processor and to policy generation software for further creation of policy related information and documentation. US patent numbers US555439 & US7249040 talk about a method of underwriting group life insurances for a policy period. The method includes collecting medical claims data for the group to be underwritten, where each medical claim being related to a particular employee of the group. Morbidity categories are provided that categorize the medical claims in the medical claims data. A conditional probability model is developed and applied to the morbidity categories for each employee in the group using his medical claims, thereby calculating the expected conditional probability for each employee dying or being disabled during the policy period. For each employee, an estimate of the expected life claim cost is estimated using an index of the life coverage to salary and the expected cost of incurring a disability given their morbidity categories is derived. Combining the expected conditional probability for each employee dying or incurring a disability during the policy period with the estimate of the expected claim cost of death or disability gives an estimate of the group's total life exposure. Thereby, the expected disability exposure is used to determine a premium amount for disability insurance coverage during the policy period for the group.
A common practice in medical underwriting is the use of professional medical judgment. Many insurers hire general physicians to examine applications and apply their own judgment to determine an applicant's rating. While it is usually inexpensive depending on the economic conditions and medical professionals' salary levels, it is not optimal for setting accurate ratings. It is likely possible that the judgment based ratings will be significantly prejudiced, as the information used is based on the doctor's personal experiences. Two physicians could rate the same condition in a very different manner. The use of professional medical judgment also makes it more difficult to be consistent between cases if the ratings are based on individual judgment. Empirically it can be shown; that it is likely the physician will be familiar with the symptoms and treatments for particular conditions and it is less likely that they are familiar with the total medical costs for these procedures. It is also more difficult to economically defend any underwriting decisions made based solely on medical professional judgment. Also in the current method of underwriting factors such as demographics, local conditions and diseases, delivery of healthcare patterns, and many other aspects of healthcare which vary substantially between geographies, play an important role. For instance, certain conditions and diseases are much more common (or on the contrary, inexistent) in rural area than in urban areas. In the same vein rural versus urban areas have different pattern of care, which leads to different costs for the same conditions, driven by the treatment followed for each condition. There are also differences in marginal cost levels between Hospitals, Clinics and tertiary care facilities in different geographic areas. For example, outpatient care is very expensive in an urban hospital but relatively less expensive in a tertiary rural clinic.
Riders are a common and useful tool for underwriters and are sometimes not used to its fullest potential. However, riders are not always a good way to reduce costs. Before the application of riders, it is critical to analyse which riders are effective and which are ineffective. Firstly, there is no reason to exclude conditions for which the rider has been shown ineffective in reducing costs, since additional coverage could attract potential clients and thus present a competitive advantage to the insurer. As well, if an insurer is not aware that a particular rider does not effectively reduce costs, it is possible they will issue the rider and reduce the premium they charge, without receiving any reduction in claim cost. Secondly, rider usage can be used as a competitive tool because insurers offering different riders may attract different risks.
Hence, there is a need for a method and system that is not time-consuming, burdensome and labor-intensive that provides an underwriting agent the ability to underwrite an insurance policy while providing proper interface with existing legacy-based files. The need for more sophisticated and accurate insurance tools becomes more apparent, especially when health insurance underwriting is a fast developing market.
The most defendable and relevant tool to use for medical underwriting should be evidence- based and should be appropriate for medical risks. Such underwriting needs to have through extensive data work, actuarial judgment, and objective clinical expertise. The underwriting tools should provide underwriters with evidence-based information to use when setting premiums for particular risks. Over time the underwriting guidelines would be able to have specific data-based rating conditions, as well as incorporate a significant variability in clients based on their specific health state. SUMMARY OF THE INVENTION
The present invention relates to a system and method for medical underwriting to be used in insurance companies. More particularly, this invention relates to a system which comprises the steps of identifying the diagnostic centre provided by an applicant, medical examination and investigation and health check -up information provided by the applicant.
More particularly, this invention also relates to a method for considering a wide range of information to better predict the expected costs for a potential individual or group of individuals. Further, this invention relates to a system and method for medical underwriting include an extensive use of riders to limit coverage for specific conditions, reliance upon medical professional judgment for rating purposes, and application of life/health insurance underwriting guidelines or standardized medical underwriting guidelines. This invention also relates to provide to allow an insurer to cover those individuals they perceive as good risks, while avoiding (when possible) the bad risks.
Furthermore, the invention provides a system and method for medical underwriting wherein authenticity of the insured clients has been maintained through biometric screening digital certificates, digital signatures or any other new advanced means. The invention also provides a system wherein the wellness initiatives in form of consultation services like consultation by various doctors and healthcare professionals like dieticians, physiotherapist and various other paramedics has been provided through different communication modes; so that the services reach even the remotest areas where there is a lack of these services. For example, the insured client explains his health problem on call/short message service to the dietician and the dietician sends the daily modified diet plan to the insured person to suit his health condition and to aid his betterment.
The invention also provides a system wherein kiosk style mini diagnostic centres have been set up where the laboratory testing is done for various medical conditions ranging from simple to complex.
DETAILED DESCRIPTION OF THE INVENTION
The present invention is explained in greater detail below.
The present invention relates to a system and method for medical underwriting to be used in insurance companies. More particularly, this invention relates to a system which comprises the steps of identifying the diagnostic centre provided by an applicant, medical examination and investigation and health check -up information provided by the applicant. With the help of this invention an insurer can cover individuals which they perceive as good risks while at the same time individuals with bad risk can be avoided whenever possible.
The objective of the present invention is to make the process of medical underwriting more advantageous and technically sound than the existing systems and to remove all the defects in the existing systems. Another object of the present invention is to provide a computer readable medium having code for causing a processor to use the information of diagnostic centre in insurance underwriting, the computer readable medium comprising of:
code adapted to identify the information of diagnostic centre provided by an applicant; code adapted to identify medical examination and investigation and health check-up information provided by the applicant; code adapted to assess a consistency between the above information and code adapted to consider a wide range of information to better predict the expected costs for a potential applicant or group of applicants.
Another object of the present invention is to provide a system and method for medical underwriting which is evidence-based and is appropriate for determining the medical risks. In general, the process underwriting involves a through extensive data work, actuarial judgment, and objective clinical expertise.
Another object of the present invention is to provide a system and method for medical underwriting wherein authenticity of the insured clients has been maintained through biometric screening, digital certificates, digital signatures or any other new advanced means.
Another object of the present invention is to provide a system wherein the wellness initiatives in form of consultation services like consultation by various doctors and healthcare professionals like dieticians, physiotherapist and various other paramedics is provided through different communication modes; so that the services reach even the remotest areas where there is a lack of these services.
Further, another object of the present invention is to provide a system wherein kiosk style mini diagnostic centres have been set up where the laboratory testing is done for various medical conditions ranging from simple to complex.
The invention relates to a method for using medical test and medical information in insurance underwriting, the method is explained by the steps below:
a) The applicant identifies the diagnostic centre after getting the referral slip;
b) Medical examination and investigation and health check-up information is provided by the applicant;
c) The applicant assesses a consistency between the above said information; and pays the prescribed amount to the diagnostic centre;
d) Diagnostic Centre forwards the data to the insurance company either in Digital format or in hard copy; e) After that agency does the necessary data entry if any and forwards the data in electronic format to the underwriting office characterised in that portability where the insurer is supposed to pass on the data to the next insurer.
A system for using medical test and medical information in insurance underwriting, the system comprising:
a) a first identification module for identifying the diagnostic centre provided by an applicant; b) a second identification module for identifying medical examination and investigation and health check-up information provided by the applicant,
c) an assessment module for assessing a consistency between the above said information;
d) a module for considering a wide range of information to better predict the expected costs for a potential applicant or group of applicants;
e) an insurance module for making at least one insurance underwriting decision based on the consistency between the above information;
f) a wellness module for providing consultation services like consultation by various doctors and healthcare professionals like dieticians, physiotherapist and various other paramedics through different communication modes; so that the services reach even the remotest areas where there is a lack of these services;
g) a diagnostic module in form of kiosk style mini diagnostic centres where the laboratory testing is done for various medical conditions ranging from simple to complex.
The present invention provides a system and method which is evidence-based and medical underwriters use it when setting premiums for particular risks. It can be seen by the recent developments that Biometric health screening, Magnetic resonance technology coupled with latest medical gadgets for Sp02, PEF computerized measurements, one touch HB estimation have opened new doors to do so. The evidence based health insurance underwriting uses the following:
• Medical examination with HRA
• Biometric health screening
• Quantum magnetic resonance assessment
• Post exercise ECG, BP
· Urine strip analysis
The major aspects of the above screening are described with their significant advantages. Body composition analysis is a physical test that measures the proportion of the various components of a person's body. The components comprise of the following:
• Body Mass Index: BMI is a calculation that determines weight status in adults by using their weight and height. People who have a BMI in the overweight or obese ranges may have a higher risk of cardiovascular disease, diabetes, arthritis, and some forms of cancer.
• Body fat
• Skeletal muscles
• Basic Metabolic Rate: BMR is the rate at which a person burns energy or calories when resting. This helps fulfil the basic requirements of the body to function optimally.
• Bone Mineral mass index which indicates the severity of Osteoporosis.
• Total body water which includes the intracellular water and the extra cellular water the latter consisting of the interstitial or tissue fluid and the intravascular fluid or plasma. The extra cellular fluids also contain the Tran cellular fluids that are formed by active transport processes and include saliva, cerebrospinal fluid, and the fluids of the eye and the secretary glands and so on.
• Body age that is calculated using Resting body metabolism.
• Organ Analysis (by magnetic resonance technique) following multiple organ functionality that can be tested leading to detection of early indicators of disease onset and progression. Organ functionality can be tested for over 20 organs.
• Peak expiratory flow and Sp02 that assess the capacity of lungs and oxygen concentration being circulated in the blood. The oxygenation method occurs in lungs and Sp02 lead us towards physiological activities of C02 - 02 transfer in lungs. This would obviate the need of x-ray chest at screening level.
Explanation on Biometric Screening:
Biometric Screening involves fingerprinting and eye scans which are matched with the test result to make sure that the applicant is the one who went to the diagnostic centre and took all those tests. This step is necessary to make sure that no fraud is committed on behalf of the applicant by sending a completely healthy individual to take the test for him so that he can get insurance with less riders.
A biometric health screen is intended to provide the patient with a simple scorecard of the leading indicators of overall health. This scorecard has two purposes:
• It gives the patient an early warning and a chance for follow-up by a doctor, about any emerging medical problems.
• It sets a baseline of health that allows a business or insurance company to determine whether behavioural changes (often part of an incentive package) that lead to measurable improvements in any of those indicators.
Since the insurance company also needs to make profits, the more they know about their client's health condition, the better their preventative care can be with lower costs. An insurance company can financially penalize clients to keep costs down by monitoring the health status of its insured population.
Underwriting guidelines can utilize such evidence-based underwriting as a base. When developing specific guidelines, it is important to recognize the differences in relative costs of services (for example, prescription drugs are a greater percentage of costs), as well as number of other factors. Here are some key changes that could be considered in the long run:
• Distribution of care: Recognize that the target patient population has different patterns of care, which lead to different costs for the same conditions. This will determine what the overall distribution of Inpatient, Outpatient, Physician, Drugs, or Other cost in the target geography, and adjust each condition accordingly.
• Marginal cost levels: There are differences in marginal cost levels between geographies. For example, if outpatient care is very expensive in one city but relatively less expensive in the target city, then a condition that is primarily outpatient will be relatively lower cost in locally.
• Population mix adjustment: Commercial insurance coverage is primarily for working age (under 60 years old) population. Account for the differences in the areas composition of the covered population.
• Travel: In rural areas, patients with very serious conditions often travel for care. The costs for these conditions should be adjusted for differences in covered medical costs because of where the care was delivered.
• Utilization of modern techniques: Incorporation of modern health insurance underwriting techniques such as remote/Tele-interviewing and remote/Tele- underwriting.
• Client involvement: Involvement of clients via risk assessment tools and lifestyle assessment and wellness initiative using a health portal. The main reason why health insurance agencies should push for this test is economics. Such screenings would reduce overall medical expenses. It is better for client and insurance company to know about a health problem early on so that the client can begin taking care of it before it's too late and the disease becomes chronic. This type of health screening should be done once a year as these tests also promote good health, health awareness, and health education.
Keeping the present scenario of distribution channel, agents, diversely spread underwriting offices, following protocols for underwriting are suggested:
Figure imgf000014_0001
The overall expenses are likely to be lesser by 20 to 25% and information derived, especially from biometric screening would be of tremendous value in understanding the health status of the person and likely midterm progress of health which could invite certain ailments depending on the abnormal findings.
With the help of this invention the insurer gets more information about the applicant at reduced cost. Also with the digitalization of records, it is easily accessible to the insurer and the standards set by IRDA (Insurance Regulatory and Development Authority) are met. This invention also helps create awareness among the applicants about the diseases that are likely to affect them according to their current lifestyle so that they could start taking precautions.
It is critical that an insurer uses latest underwriting tools, or else it may attract undesirable risks. If an insurer uses a better underwriting tool than its competitors, it can give the insurer a competitive advantage.
The working of the invention is further explained as follows:
In order to transmit requested medical information, a first computer receives a request for medical information including identification of a subject. The identity of the person authenticating the release form is confirmed using biometric identification and authentication. The first computer transmits the query after authentication to a second computer at a medical information repository. Alternatively, the computer sends the request to third-party acting in behalf of the patient to retrieve their records stored at a medical information repository for information pursuant to the request. The first computer then receives a response to the query containing medical information. The biometric identification may be confirmed as authentic by both the party receiving the request or by another third party.
Where a health care provider has and maintains medical records of an individual and the individual requests copies of those records for use by the individual or a third party, by law the health care provider is required to deliver copies of the requested records to the individual or third party. The health care provider is also required to retain a copy of which records were delivered and to whom. Thus, by using the method of the present invention, the process of requesting and delivering such documents is greatly facilitated, as is the subsequent storage of the request and response.
In at least one embodiment, the method of the present invention uses biometric identification, to expedite the records retrieval process and to comply with the associated legal requirements. Having an immediate online access to medical information such as prescription history and medical records (made possible by the use of the novel method) raises potential risks if the consent for release of the information cannot be verified as authentic.
Embodiments of the present invention utilize such identity information to verify that a user being monitored for certain medical information is the correct user. Once the user's identity has been verified (or while the user's identity is being verified), a second sensor may be operated to obtain other medical or health status related data for transmission to the insurance company. In this manner, embodiments allow the collection of data from a user with a high degree of certainty that the data was collected from the right person. Other verification techniques may also be utilized, including, for example, fingerprint or other biometric techniques.
The present invention employs biometric authentication in combination with digital certificates and digital signatures to greatly prevent any fraud. Certain biological traits, such as the unique characteristics of each person's fingerprint, iris scans, and facial features have been measured and compared and found to be unique or substantially unique for each person. These traits are referred to as biometrics. The computer and electronics industry is developing identification and authentication means that measures and compares certain biometrics with the intention of using them as biological "keys" or "passwords." Other means for securing the system could be employed in addition to those disclosed above.
The present invention also provides a system wherein the wellness initiatives in form of consultation services like consultation by various doctors and healthcare professionals like dieticians, physiotherapist and various other paramedics is provided through different communication modes; so that the services reach even the remotest areas where there is a lack of these services. For example, the insured client explains his health problem on call/ short message service to the dietician and the dietician sends the daily modified diet plan to the insured person to suit his health condition and to aid his betterment.
Further, the present invention also provides a system wherein kiosk style mini diagnostic centres have been set up where the laboratory testing is done for various medical conditions ranging from simple to complex.
Other embodiments, uses and advantages of the present invention will be apparent to those skilled in the art from consideration of the specification and practice of the invention disclosed herein.
In some embodiments the mobile application provides reports, user interfaces, graphics and other information to the user about the data. The insurance company (or other remote entity or systems) may also provide health-status related feedback to a user. For example, in some embodiments, a remote entity may provide personalized messages, feedback, information or advice to help the user maintain, improve, or control a health condition. As a specific illustrative example, a user who has heart problems and who provides periodic cardiovascular condition data to an insurer (either as a policy-related obligation or on a voluntary basis) may receive specific feedback or messaging in response to the data, such as a supportive message confirming that the user's heart condition is being maintained properly, or as specific advice or information about how to achieve more desirable results.
In some embodiments, the user may be incentivized or motivated to learn more about maintaining or improving a particular health condition. For example, a user with a heart condition may be required to read, view or interact with educational information related to their condition (such as a series of videos or articles providing tips on exercise or diet that can reduce cholesterol). The information may be presented to the user via the mobile device under control of a mobile application which records whether the user has viewed or interacted with the educational information.
While the foregoing description includes many details and specificities, it is to be understood that these have been included for purposes of explanation only, and are not to be interpreted as limitations of the present invention. Many modifications to the embodiments described above can be made without departing from the spirit and scope of the invention, as is intended to be encompassed by the following claims and their legal equivalents.

Claims

CLAIMS:
1. A method for medical underwriting, comprising;
a) Collecting medical information from the applicant, wherein the collecting medical information comprises; one or more medical screening and tests after verification of applicant,
b) Assessing and translating potential risk into medical underwriting for the applicant using computer readable medium.
2. The method for medical underwriting as claimed in claim 1 , wherein the medical screening and tests comprises of biometric screening, magnetic resonance technology, PEF, one touch HB or urine strip analysis, preferably biometric screening.
3. The method for medical underwriting as claimed in claim 2, wherein the biometric screening comprises of BMI, Body Fat, BMR, skeletal muscle percentage, bone mineral mass indicator, body water percentage, body age and organ analysis.
4. The method for medical underwriting as claimed in claim 1 , wherein the biometric screening provide applicant a scorecard indicating overall health.
5. The method for medical underwriting as claimed in claim 1, wherein collecting medical information comprises of handling a referral slip for examination to the applicant, wherein the applicant chooses a diagnostic centre, gets biometric screening and pays prescribed amount to the centre.
6. The method for medical underwriting as claimed in claim 5, wherein the diagnostic centre forward the scorecard to an agency, wherein the agency stores the data on the scorecard in electronic form.
7. The method for medical underwriting as claimed in claim 1, wherein the potential risk is assessed and translated by a code adapted to identify the data on the scorecard.
8. The method for medical underwriting as claimed in claim 7, wherein the code adapted to identify medical examination and investigation and health check-up information provided by the applicant; the code adapted to assess a consistency between the above information and the code adapted to consider a wide range of information to better predict the expected costs for a potential applicant or group of applicants.
9. The method for medical underwriting as claimed in claim 1, wherein the verification includes biometric authentication, wherein the biometric authentication comprises of a retinal eye scan, hand writing signature recognition system, digital signature is accomplished using electronic watermarks and fingerprint scan, or any other new advanced means.
10. A system for medical underwriting comprising:
a) an identification module for identifying the diagnostic centre provided by an applicant;
b) an identification module for identifying medical examination and investigation and health check-up information provided by the applicant,
c) an assessment module for assessing consistency between the above said information;
d) a module which considers a wide range of information to better predict the potential risk for the applicants;
e) a medical module for making at least one medical underwriting decision based on the consistency between the above information.
f) a wellness module for providing consultation services like consultation by various doctors and healthcare professionals and paramedics through different communication modes; so that the services reach even the remotest areas where there is a lack of these services.
g) a diagnostic module in form of kiosk style mini diagnostic centres where the laboratory testing is done for various medical conditions ranging from simple to complex.
PCT/IN2014/050002 2013-12-20 2014-12-06 System and method for collecting and processing medical information and its use thereof WO2015092820A2 (en)

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