Lessons learned on information retrieval in electronic health records: a comparison of embedding models and pooling strategies

Skatje Myers; Timothy A. Miller; Yanjun Gao; Matthew M. Churpek; Anoop Mayampurath; Dmitriy Dligach; Majid Afshar

doi:10.1093/jamia/ocae308

Lessons learned on information retrieval in electronic health records: a comparison of embedding models and pooling strategies

Skatje Myers
, Timothy A. Miller
, Yanjun Gao
, Matthew M. Churpek
, Anoop Mayampurath
, Dmitriy Dligach
, Majid Afshar

Department of Computer Science

Research output: Contribution to journal › Article › peer-review

Original language	English
Pages (from-to)	357-364
Number of pages	8
Journal	Journal of the American Medical Informatics Association
Volume	32
Issue number	2
DOIs	https://doi.org/10.1093/jamia/ocae308
State	Published - Feb 1 2025

ASJC Scopus Subject Areas

Health Informatics

Keywords

electronic health records
information retrieval
natural language processing
text embedding

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10.1093/jamia/ocae308

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title = "Lessons learned on information retrieval in electronic health records: a comparison of embedding models and pooling strategies",

keywords = "electronic health records, information retrieval, natural language processing, text embedding",

author = "Skatje Myers and Miller, \{Timothy A.\} and Yanjun Gao and Churpek, \{Matthew M.\} and Anoop Mayampurath and Dmitriy Dligach and Majid Afshar",

note = "{\textcopyright} The Author(s) 2024. Published by Oxford University Press on behalf of the American Medical Informatics Association. All rights reserved. For permissions, please email: [email protected].",

year = "2025",

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T2 - a comparison of embedding models and pooling strategies

AU - Myers, Skatje

AU - Miller, Timothy A.

AU - Gao, Yanjun

AU - Churpek, Matthew M.

AU - Mayampurath, Anoop

AU - Dligach, Dmitriy

AU - Afshar, Majid

PY - 2025/2/1

Y1 - 2025/2/1

KW - electronic health records

KW - information retrieval

KW - natural language processing

KW - text embedding

UR - https://www.scopus.com/pages/publications/85216606437

UR - https://www.scopus.com/pages/publications/85216606437#tab=citedBy

U2 - 10.1093/jamia/ocae308

DO - 10.1093/jamia/ocae308

M3 - Article

C2 - 39703187

AN - SCOPUS:85216606437

SN - 1067-5027

VL - 32

SP - 357

EP - 364

JO - Journal of the American Medical Informatics Association

JF - Journal of the American Medical Informatics Association

IS - 2

ER -

Lessons learned on information retrieval in electronic health records: a comparison of embedding models and pooling strategies

ASJC Scopus Subject Areas

Keywords

Access to Document

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