Methods and Instruments in Medical Informatics

Extracting Symptoms of Complex Conditions From Online Discourse (Subreddit to Symptomatology): Lexicon-Based Approach

Bushra Hossain, Sarah M Preum, Md Fazle Rabbi, Rifat Ara, Mohammed Eunus Ali

JMIR Med Inform 2025 (Sep 12); 13:e70940

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Leveraging GPT-4o for Automated Extraction and Categorization of CAD-RADS Features From Free-Text Coronary CT Angiography Reports: Diagnostic Study

Youmei Chen, Mengshi Dong, Jie Sun, Zhanao Meng, Yiqing Yang, Abudushalamu Muhetaier, Chao Li, Jie Qin

JMIR Med Inform 2025 (Sep 10); 13:e70967

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Identifying Transportation Needs in Ophthalmology Clinic Notes Using Natural Language Processing: Retrospective, Cross-Sectional Study

Lauren M Wasser, Hai-Wei Liang, Chenyu Li, Julie Cassidy, Pooja Tallapaneni, Hunter Osterhoudt, Yanshan Wang, Andrew M Williams

JMIR Med Inform 2025 (Sep 06); 13:e69216

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User-Centered Design of Trauma Systems Solutions for Retriage of Patients With Injury: Mixed Methods Study

John Dwight Slocum, David Jelke, Qixuan Mai, Julie K Johnson, My L T Nguyen, Lixuan Cong, Adithya Chandrasekaran, Jane L Holl, Yuriy Moklyak, Justin Mis, Molly Gabaldo, James G Adams, William M Brigode, Mary Beth Voights, Rebecca Andersen, Tamuriat Gilbert, Nicole Siparsky, Arthur Proust, Anne M Stey, Andrew B L Berry

J Med Internet Res 2025 (Aug 27); 27:e70846

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Validation and Refinement of Scores to Predict Stroke Risk: Prospective Cohort Study

Hua Meng, Zhuo Liu, Dongfeng Pan, Xinya Su, Wenwen Lu, Xingtian Wang, Yuhui Geng, Xiaojuan Ma, Peifeng Liang

JMIR Public Health Surveill 2025 (Aug 21); 11:e72497

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Medical Science Data Value Evaluation Model: Mixed Methods Study

Dandan Wang, Yaning Liu

JMIR Med Inform 2025 (Aug 21); 13:e63544

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Explainable Machine Learning Framework for Dynamic Monitoring of Disease Prognostic Risk: Retrospective Cohort Study

Tetsuo Ishikawa, Masahiro Shinoda, Megumi Oya, Koichi Ashizaki, Shinichiro Ota, Kenichi Kamachi, Kazuhiro Sakurada, Eiryo Kawakami, Masaharu Shinkai

JMIR Form Res 2025 (Aug 07); 9:e65585

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Evaluating the Reasoning Capabilities of Large Language Models for Medical Coding and Hospital Readmission Risk Stratification: Zero-Shot Prompting Approach

Parvati Naliyatthaliyazchayil, Raajitha Muthyala, Judy Wawira Gichoya, Saptarshi Purkayastha

J Med Internet Res 2025 (Jul 30); 27:e74142

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Collection and Analysis of Repeated Speech Samples: Methodological Framework and Example Protocol

Nicholas Cummins, Lauren Louise White, Zahia Rahman, Catriona Lucas, Tian Pan, Ewan Carr, Faith Matcham, Johnny Downs, Richard Dobson, Thomas F Quatieri, Judith Dineley

JMIR Res Protoc 2025 (Jul 22); 14:e69431

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Federated Learning-Based Model for Predicting Mortality: Systematic Review and Meta-Analysis

Nurfaidah Tahir, Chau-Ren Jung, Shin-Da Lee, Nur Azizah, Wen-Chao Ho, Tsai-Chung Li

J Med Internet Res 2025 (Jul 21); 27:e65708

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Detection and Analysis of Circadian Biomarkers for Metabolic Syndrome Using Wearable Data: Cross-Sectional Study

Jeong-Kyun Kim, Sujeong Mun, Siwoo Lee

JMIR Med Inform 2025 (Jul 16); 13:e69328

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Number of Publications on New Clinical Prediction Models: A Bibliometric Review

Banafsheh Arshi, Laure Wynants, Eline Rijnhart, Kelly Reeve, Laura Elizabeth Cowley, Luc J Smits

JMIR Med Inform 2025 (Jul 04); 13:e62710

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Detecting Redundant Health Survey Questions by Using Language-Agnostic Bidirectional Encoder Representations From Transformers Sentence Embedding: Algorithm Development Study

Sunghoon Kang, Hyewon Park, Ricky Taira, Hyeoneui Kim

JMIR Med Inform 2025 (Jun 10); 13:e71687

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Toward a Domain-Overarching Metadata Schema for Making Health Research Studies FAIR (Findable, Accessible, Interoperable, and Reusable): Development of the NFDI4Health Metadata Schema

Haitham Abaza, Aliaksandra Shutsko, Sophie A I Klopfenstein, Carina N Vorisek, Carsten Oliver Schmidt, Claudia Brünings-Kuppe, Vera Clemens, Johannes Darms, Sabine Hanß, Timm Intemann, Franziska Jannasch, Elisa Kasbohm, Birte Lindstädt, Matthias Löbe, Katharina Nimptsch, Ute Nöthlings, Marisabel Gonzalez Ocanto, Tracy Bonsu Osei, Ines Perrar, Manuela Peters, Tobias Pischon, Ulrich Sax, Matthias B Schulze, Florian Schwarz, Carolina Schwedhelm, Sylvia Thun, Dagmar Waltemath, Atinkut A Zeleke, Wolfgang Müller, Martin Golebiewski

JMIR Med Inform 2025 (May 21); 13:e63906

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Digital Biomarkers for Parkinson Disease: Bibliometric Analysis and a Scoping Review of Deep Learning for Freezing of Gait

Wenhao Qi, Shiying Shen, Chaoqun dong, Mengjiao Zhao, Shuaiqi Zang, Xiaohong Zhu, Jiaqi Li, Bin Wang, Yankai Shi, Yongze Dong, Huajuan Shen, Junling Kang, Xiaodong Lu, Guowei Jiang, Jingsong Du, Eryi Shu, Qingbo Zhou, Jinghua Wang, Shihua Cao

J Med Internet Res 2025 (May 20); 27:e71560

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Construction and Application of an Information Closed-Loop Management System for Maternal and Neonatal Access and Exit Rooms: Non Randomized Controlled Trial

Shafeng Jia, Naifeng Zhu, Jia Liu, Niankai Cheng, Ling Jiang, Jing Yang

JMIR Med Inform 2025 (Apr 07); 13:e66451

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Investigating Clinicians’ Intentions and Influencing Factors for Using an Intelligence-Enabled Diagnostic Clinical Decision Support System in Health Care Systems: Cross-Sectional Survey

Rui Zheng, Xiao Jiang, Li Shen, Tianrui He, Mengting Ji, Xingyi Li, Guangjun Yu

J Med Internet Res 2025 (Apr 07); 27:e62732

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Exploring the Capacity of Large Language Models to Assess the Chronic Pain Experience: Algorithm Development and Validation

Jacopo Amidei, Rubén Nieto, Andreas Kaltenbrunner, Jose Gregorio Ferreira De Sá, Mayte Serrat, Klara Albajes

J Med Internet Res 2025 (Mar 31); 27:e65903

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Improving Systematic Review Updates With Natural Language Processing Through Abstract Component Classification and Selection: Algorithm Development and Validation

Tatsuki Hasegawa, Hayato Kizaki, Keisho Ikegami, Shungo Imai, Yuki Yanagisawa, Shuntaro Yada, Eiji Aramaki, Satoko Hori

JMIR Med Inform 2025 (Mar 27); 13:e65371

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Embedding a Choice Experiment in an Online Decision Aid or Tool: Scoping Review

Nyantara Wickramasekera, Phil Shackley, Donna Rowen

J Med Internet Res 2025 (Mar 21); 27:e59209

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