Application of Patient Similarity in Smart Health: A Case Study in Medical Education

Patient similarity relies on computations that synthesize EHRs (Electronic Health Records) to give personalized predictions, which inform diagnoses and treatments. Given the complexities in pre-processing EHRs, representing patient data and utilizing the most suitable similarity metrics and evaluati...

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Published inWeb Information Systems and Applications Vol. 11817; pp. 714 - 719
Main Authors Eteffa, Kalkidan Fekadu, Ansong, Samuel, Li, Chao, Sheng, Ming, Zhang, Yong, Xing, Chunxiao
Format Book Chapter
LanguageEnglish
Published Switzerland Springer International Publishing AG 2019
Springer International Publishing
SeriesLecture Notes in Computer Science
Subjects
Online AccessGet full text
ISBN9783030309510
3030309517
ISSN0302-9743
1611-3349
DOI10.1007/978-3-030-30952-7_72

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Abstract Patient similarity relies on computations that synthesize EHRs (Electronic Health Records) to give personalized predictions, which inform diagnoses and treatments. Given the complexities in pre-processing EHRs, representing patient data and utilizing the most suitable similarity metrics and evaluation methods, patient similarity computations are far from the era of regular use in hospitals. This paper aims to both support further patient similarity research and to inform the importance of its application in medical education. It accomplishes this by examining relevant literature that offer techniques to tackle the computational challenges and by presenting their various applications in the healthcare industry.
AbstractList Patient similarity relies on computations that synthesize EHRs (Electronic Health Records) to give personalized predictions, which inform diagnoses and treatments. Given the complexities in pre-processing EHRs, representing patient data and utilizing the most suitable similarity metrics and evaluation methods, patient similarity computations are far from the era of regular use in hospitals. This paper aims to both support further patient similarity research and to inform the importance of its application in medical education. It accomplishes this by examining relevant literature that offer techniques to tackle the computational challenges and by presenting their various applications in the healthcare industry.
Author Ansong, Samuel
Eteffa, Kalkidan Fekadu
Sheng, Ming
Li, Chao
Xing, Chunxiao
Zhang, Yong
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Snippet Patient similarity relies on computations that synthesize EHRs (Electronic Health Records) to give personalized predictions, which inform diagnoses and...
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SubjectTerms EHR (Electronic Health Record)
Medical education
Patient similarity
Title Application of Patient Similarity in Smart Health: A Case Study in Medical Education
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