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Method and system for supporting the adoption of medical decisions using mathematical models of patient presentation
Method and system for supporting the adoption of medical decisions using mathematical models of patient presentation
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机译：使用患者表现的数学模型支持采用医疗决策的方法和系统
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摘要
A method for supporting medical decision making using mathematical models of patients, implemented on a server, includes: generating a training dataset containing electronic medical records of patients grouped by patient; pre-processing the data contained in the medical records of patients selected from the training dataset; converting the processed data into a sequence of medical facts with respect to each patient, using medical ontologies; automatically tagging the resulting sequence of medical facts with respect to each patient, using facts of interest extracted from the patient's medical record; training initial representations independently for each modality; training combined representations; training final models and aggregation parameters; obtaining the medical record of a patient not included in the training dataset; pre-processing the data contained in the patient medical record obtained; converting the pre-processed data into a sequence of medical facts, using medical ontologies; sending the resulting set of facts for input into the models generated; determining a diagnosis, and also conducting an analysis and predicting the most probable disease development with respect to the patient according to the set of facts presented.
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