Physical Examination Information Matching Model for Physician Workload Balancing
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Solution Overview
Problem
Existing technologies face challenges in accurately matching physical examination information with appropriate general examining physicians, ensuring the accuracy of health assessments and advice.
Innovation Solution
A method and apparatus for distributing physical examination information using an information matching model that calculates a matching degree based on abnormal examination results, workload, and specialty information of distribution objects.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Reliability
If physical examination information is distributed to general examining physicians without an information matching model, then the distribution process is simple, but the accuracy of health assessments and advice cannot be ensured
Solution Approach 1:
The patent introduces an information matching model as an intermediary between the physical examination information and general examining physicians. This model calculates a matching degree by analyzing abnormal examination results, physician specialty information, and workload data, thereby ensuring accurate distribution while maintaining system manageability through automated intermediary processing
Solution Approach 2:
The patent replaces manual or simple random distribution mechanisms with an automated information matching model that uses computational algorithms to calculate matching degrees. This substitution enables precise matching based on multiple parameters without requiring complex manual coordination or intervention
2Reliability
If physical examination information is distributed based only on specialty matching, then specialty accuracy is improved, but workload balance among physicians deteriorates
Solution Approach 1:
The patent changes the distribution parameters by incorporating both specialty matching degree and workload information into the matching model. The model dynamically adjusts the matching degree calculation by considering the current workload state of each physician, thereby balancing specialty accuracy with workload distribution through parameter-based optimization
Solution Approach 2:
The patent introduces dynamic workload information into the distribution system. The matching degree is not static but changes based on real-time or updated workload data of each physician. This dynamic adjustment ensures that physicians with lighter workloads receive more examinations even if their specialty match is slightly lower, thereby achieving workload balance while maintaining specialty relevance
Data Source
AI summary
There are provided a method and an apparatus for distributing physical examination information, an electronic device, a computer-readable storage medium, and a computer program product. The method includes: obtaining physical examination information and information of a plurality of distribution objects; inputting the physical examination information and the information of the plurality of distribution objects into an information matching model obtained by pre-training to obtain a matching degree between the physical examination information and the plurality of distribution objects; and determining a target distribution object from the plurality of distribution objects according to the matching degree between the physical examination information and each of the plurality of distribution objects, and distributing the physical examination information to the target distribution object.