Leveraging natural language processing to elucidate real-world clinical decision-making paradigms: A proof of concept study

This study represents the first use of integrated qualitative and computational methods to systematically elucidate clinical decision-making. Findings supported experience-based heuristics guiding cognition. With methodological enhancements, similar analyses could transform global understanding of tailored care delivery. Standardizing interdisciplinary collaborations on developing NLP tools and analytical frameworks may advance equitable, evidence-based healthcare by elucidating real-world clinical reasoning processes across diverse populations and settings.

Authors

Institutions

Publication Details

Journal
Journal of Biomedical Informatics
Published
2025-04-22
DOI
https://doi.org/10.1016/j.jbi.2025.104829
Citations
3
Primary Topic
Clinical Reasoning and Diagnostic Skills
Type
article
Field-Weighted Citation Impact
4.55
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Leveraging natural language processing to elucidate real-world clinical decision-making paradigms: A proof of concept study

Mor Saban, Chedva Levin, Yaniv Alon, Hila Videl et al.
3 citations
Journal of Biomedical Informatics
Clinical Reasoning and Diagnostic Skills
4.55
article

Leveraging natural language processing to elucidate real-world clinical decision-making paradigms: A proof of concept study

Mor Saban, Chedva Levin, Yaniv Alon, Hila Videl, Е. К. Наими
article en
3 citations

Abstract

This study represents the first use of integrated qualitative and computational methods to systematically elucidate clinical decision-making. Findings supported experience-based heuristics guiding cognition. With methodological enhancements, similar analyses could transform global understanding of tailored care delivery. Standardizing interdisciplinary collaborations on developing NLP tools and analytical frameworks may advance equitable, evidence-based healthcare by elucidating real-world clinical reasoning processes across diverse populations and settings.

Journal of Biomedical InformaticsVol. 166
Jerusalem College of Technology (IL)
Peace, Justice and strong institutions
Openalex Percentile: Top 5%
Clinical Reasoning and Diagnostic Skills
4.55
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.