Turning Patients’ Open-Ended Narratives of Chronic Pain Into Quantitative Measures: Natural Language Processing Study

Although our small sample size limits the generalizability of these findings, the results provide preliminary evidence that NLP can be used to quantify the subjective experience of chronic pain and may hold promise for clinical applications.

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Publication Details

Journal
JMIR Human Factors
Published
2025-11-25
DOI
https://doi.org/10.2196/80269
Primary Topic
Mental Health via Writing
Type
article
Field-Weighted Citation Impact
0.00
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article

Turning Patients’ Open-Ended Narratives of Chronic Pain Into Quantitative Measures: Natural Language Processing Study

Paul Geha, John D. Markman, Zhengwu Zhang, Chadi G. Abdallah et al.
JMIR Human Factors
Mental Health via Writing
article

Turning Patients’ Open-Ended Narratives of Chronic Pain Into Quantitative Measures: Natural Language Processing Study

Paul Geha, John D. Markman, Zhengwu Zhang, Chadi G. Abdallah, Anika Tahsin, Jennifer S. Gewandter, Guillermo Cecchi, Raquel Norel, Zhiyao Duan
article en

Abstract

Although our small sample size limits the generalizability of these findings, the results provide preliminary evidence that NLP can be used to quantify the subjective experience of chronic pain and may hold promise for clinical applications.

JMIR Human FactorsVol. 12
University of North Carolina at Chapel Hill (US), IBM (United States) (US), Baylor College of Medicine (US), Chestnut Hill College (US), Alliance for Safe Kids (US), University of Rochester (US)
Openalex Percentile: Top 59%
Mental Health via Writing
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Turning Patients’ Open-Ended Narratives of Chronic Pain Into Quantitative Measures: Natural Language Processing Study — Paul Geha, John D. Markman, et al. · JMIR Human Factors (2025) | TGRS Research Map | TGRS