SCIENTIFIC AND THEORETICAL QUESTIONS OF CLINICAL DECISION SUPPORT TECHNOLOGY BASED ON DIFFERENTIAL DIAGNOSIS OF CLINICAL AND HEMATOLOGICAL SYNDROMES

Abstract

This study is aimed at developing a software package for diagnosing clinical and hematological syndromes for an electronic passport, which makes it possible to automate the process of clinical decision support based on differential diagnosis algorithms and medical data mining models. The purpose of the study is to develop a software package for an electronic health passport based on the information technology of differential diagnosis and computational-analytical models of the morphological classification of clinical and hematological syndromes. The scientific foundations of the information technology for monitoring clinical and hematological syndromes integrate mathematical models for evaluating, pre-processing and ensemble methods of machine learning of biochemical blood test indicators, as well as methods that improve the efficiency of business processes for remote monitoring of hemoglobin synthesis disorders as a result of iron deficiency developing against the background of various pathological (physiological) conditions and manifested by signs of anemia and sideropenia.