Methods and Instruments in Medical Informatics

Slit Lamp Report Generation and Question Answering: Development and Validation of a Multimodal Transformer Model with Large Language Model Integration

Ziwei Zhao, Weiyi Zhang, Xiaolan Chen, Fan Song, James Gunasegaram, Wenyong Huang, Danli Shi, Mingguang He, Na Liu

J Med Internet Res 2024 (Dec 30); 26:e54047

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Evaluation of a Telemonitoring System Using Electronic National Early Warning Scores for Patients Receiving Medical Home Care: Pilot Implementation Study

Cheng-Fu Lin, Pei‐Jung Chang, Hui-Min Chang, Ching-Tsung Chen, Pi-Shan Hsu, Chieh-Liang Wu, Shih-Yi Lin

JMIR Med Inform 2024 (Dec 26); 12:e63425

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Identifying the Relative Importance of Factors Influencing Medication Compliance in General Patients Using Regularized Logistic Regression and LightGBM: Web-Based Survey Analysis

Haru Iino, Hayato Kizaki, Shungo Imai, Satoko Hori

JMIR Form Res 2024 (Dec 23); 8:e65882

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Information Mode–Dependent Success Rates of Obtaining German Medical Informatics Initiative–Compliant Broad Consent in the Emergency Department: Single-Center Prospective Observational Study

Felix Patricius Hans, Jan Kleinekort, Melanie Boerries, Alexandra Nieters, Gerhard Kindle, Micha Rautenberg, Laura Bühler, Gerda Weiser, Michael Clemens Röttger, Carolin Neufischer, Matthias Kühn, Julius Wehrle, Anna Slagman, Antje Fischer-Rosinsky, Larissa Eienbröker, Frank Hanses, Gisbert Wilhelm Teepe, Hans-Jörg Busch, Leo Benning

JMIR Med Inform 2024 (Dec 17); 12:e65646

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Sample Size Requirements for Popular Classification Algorithms in Tabular Clinical Data: Empirical Study

Scott Silvey, Jinze Liu

J Med Internet Res 2024 (Dec 17); 26:e60231

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Close-Up on Ambulance Service Estimation in Indonesia: Monte Carlo Simulation Study

Syaribah N Brice, Justin J Boutilier, Geraint Palmer, Paul R Harper, Vincent Knight, Mark Tuson, Daniel Gartner

Interact J Med Res 2024 (Dec 13); 13:e54240

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Combining Topic Modeling, Sentiment Analysis, and Corpus Linguistics to Analyze Unstructured Web-Based Patient Experience Data: Case Study of Modafinil Experiences

Julia Walsh, Jonathan Cave, Frances Griffiths

J Med Internet Res 2024 (Dec 11); 26:e54321

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Development, Implementation, and Evaluation Methods for Dashboards in Health Care: Scoping Review

Danielle Helminski, Jeremy B Sussman, Paul N Pfeiffer, Alex N Kokaly, Allison Ranusch, Anjana Deep Renji, Laura J Damschroder, Zach Landis-Lewis, Jacob E Kurlander

JMIR Med Inform 2024 (Dec 10); 12:e59828

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Advancing Progressive Web Applications to Leverage Medical Imaging for Visualization of Digital Imaging and Communications in Medicine and Multiplanar Reconstruction: Software Development and Validation Study

Mohammed A. AboArab, Vassiliki T. Potsika, Alexis Theodorou, Sylvia Vagena, Miltiadis Gravanis, Fragiska Sigala, Dimitrios I. Fotiadis

JMIR Med Inform 2024 (Dec 09); 12:e63834

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Evaluation of RMES, an Automated Software Tool Utilizing AI, for Literature Screening with Reference to Published Systematic Reviews as Case-Studies: Development and Usability Study

Ayaka Sugiura, Satoshi Saegusa, Yingzi Jin, Riki Yoshimoto, Nicholas D Smith, Koji Dohi, Tadashi Higuchi, Tomotake Kozu

JMIR Form Res 2024 (Dec 09); 8:e55827

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Benefits of Clinical Decision Support Systems for the Management of Noncommunicable Chronic Diseases: Targeted Literature Review

Klaudia Grechuta, Pedram Shokouh, Ahmad Alhussein, Dirk Müller-Wieland, Juliane Meyerhoff, Jeremy Gilbert, Sneha Purushotham, Catherine Rolland

Interact J Med Res 2024 (Nov 27); 13:e58036

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Development and Validation of a Machine Learning–Based Early Warning Model for Lichenoid Vulvar Disease: Prediction Model Development Study

Jian Meng, Xiaoyu Niu, Can Luo, Yueyue Chen, Qiao Li, Dongmei Wei

J Med Internet Res 2024 (Nov 22); 26:e55734

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Task-Specific Transformer-Based Language Models in Health Care: Scoping Review

Ha Na Cho, Tae Joon Jun, Young-Hak Kim, Heejun Kang, Imjin Ahn, Hansle Gwon, Yunha Kim, Jiahn Seo, Heejung Choi, Minkyoung Kim, Jiye Han, Gaeun Kee, Seohyun Park, Soyoung Ko

JMIR Med Inform 2024 (Nov 18); 12:e49724

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Visual Modeling Languages in Patient Pathways: Scoping Review

Binyam Bogale, Märt Vesinurm, Paul Lillrank, Elisabeth Gulowsen Celius, Ragnhild Halvorsrud

Interact J Med Res 2024 (Nov 15); 13:e55865

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Definitions and Characteristics of Patient Digital Twins Being Developed for Clinical Use: Scoping Review

David Drummond, Apolline Gonsard

J Med Internet Res 2024 (Nov 13); 26:e58504

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Influence of Blood Sampling Service Process Reengineering on Medical Services Supply: Quasi-Experimental Study

Wenmin Liao, Rong He, Zhonglian He, Nan Shi, Dan Li, Aihua Zhuang, Feng Gan, Ying Sun, Chaofeng Li

J Med Internet Res 2024 (Nov 12); 26:e51412

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Enhancing Clinical History Taking Through the Implementation of a Streamlined Electronic Questionnaire System at a Pediatric Headache Clinic: Development and Evaluation Study

Jaeso Cho, Ji Yeon Han, Anna Cho, Sooyoung Yoo, Ho-Young Lee, Hunmin Kim

JMIR Med Inform 2024 (Nov 08); 12:e54415

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Evaluating the Sensitivity of Wearable Devices in Posttranscatheter Aortic Valve Implantation Functional Assessment

Jinghui An, Fengwu Shi, Huajun Wang, Hang Zhang, Su Liu

JMIR Mhealth Uhealth 2024 (Nov 08); 12:e65277

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Multifactor Quality and Safety Analysis of Semaglutide Products Sold by Online Sellers Without a Prescription: Market Surveillance, Content Analysis, and Product Purchase Evaluation Study

Amir Reza Ashraf, Tim Ken Mackey, Róbert György Vida, Győző Kulcsár, János Schmidt, Orsolya Balázs, Bálint Márk Domián, Jiawei Li, Ibolya Csákó, András Fittler

J Med Internet Res 2024 (Nov 07); 26:e65440

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Electronic Health Record Data Quality and Performance Assessments: Scoping Review

Yordan P Penev, Timothy R Buchanan, Matthew M Ruppert, Michelle Liu, Ramin Shekouhi, Ziyuan Guan, Jeremy Balch, Tezcan Ozrazgat-Baslanti, Benjamin Shickel, Tyler J Loftus, Azra Bihorac

JMIR Med Inform 2024 (Nov 06); 12:e58130

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