Health Outcome Prediction via Knowledge Correlation
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Solution Overview
Problem
Current systems lack an effective method to predict human health outcomes based on knowledge levels, particularly for physiological and mental health, without requiring medical information or biological samples, and fail to provide personalized health services accordingly.
Innovation Solution
A system and method that assesses users' knowledge through a collection of assertions related to health, correlates this knowledge with health outcomes using a control population, and provides personalized health services based on predicted health outcomes, including health insurance, medical attention, and lifestyle recommendations.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Measurement precision
If traditional health assessment methods using medical information and biological samples are used, then measurement precision of health outcomes is improved, but device complexity and ease of operation deteriorate
Solution Approach 1:
The patent extracts the essential predictive feature (health knowledge) from the complex medical assessment system, separating it from traditional medical information and biological samples. This allows health outcome prediction without requiring complex medical devices or procedures.
Solution Approach 2:
The patent introduces health knowledge as an intermediary variable that mediates between easily obtainable user inputs (quiz responses) and health outcome predictions. This intermediary enables accurate prediction without direct measurement of complex medical parameters.
2Measurement precision
If traditional health assessment methods requiring medical information and biological samples are used, then measurement precision is improved, but ease of operation worsens
Solution Approach 1:
The patent extracts the predictive power from complex medical assessments and concentrates it in a simple knowledge-based quiz format, making health assessment accessible to ordinary users without medical expertise or invasive procedures.
Solution Approach 2:
The system enables users to self-assess their health outcomes by simply answering quiz questions about health knowledge, without requiring medical professionals, biological samples, or complex equipment. Users independently generate their own health assessments.
3Ease of operation
If static questionnaire methods like PAM are used, then ease of operation is improved, but adaptability worsens
Solution Approach 1:
The patent transforms the static PAM questionnaire into a dynamic, adaptive system that adjusts question selection and weighting based on individual user responses and health outcomes. The system evolves from fixed questions to personalized assessment paths.
Solution Approach 2:
The system changes parameters such as question difficulty, topic focus, and question weighting based on user performance and health outcomes, allowing the same basic questionnaire structure to adapt to different user needs and knowledge levels.
Data Source
AI summary
A system and method for predicting a health outcome of a user based on a determination of knowledge the user possesses regarding issues of physiological or mental health.