Machine Learning

Medication Prescription Policy for US Veterans With Metastatic Castration-Resistant Prostate Cancer: Causal Machine Learning Approach

Deepika Gopukumar, Nirup Menon, Martin W Schoen

JMIR Med Inform 2024 (Nov 19); 12:e59480

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Impact of Image Content on Medical Crowdfunding Success: A Machine Learning Approach

Renwu Wang, Huimin Xu, Xupin Zhang

J Med Internet Res 2024 (Nov 15); 26:e58617

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Use of Random Forest to Predict Adherence in an Online Intervention for Depression Using Baseline and Early Usage Data: Model Development and Validation on Retrospective Routine Care Log Data

Franziska Wenger, Caroline Allenhof, Simon Schreynemackers, Ulrich Hegerl, Hanna Reich

JMIR Form Res 2024 (Nov 15); 8:e53768

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Machine Learning Methods to Personalize Persuasive Strategies in mHealth Interventions That Promote Physical Activity: Scoping Review and Categorization Overview

Annette Brons, Shihan Wang, Bart Visser, Ben Kröse, Sander Bakkes, Remco Veltkamp

J Med Internet Res 2024 (Nov 15); 26:e47774

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Comprehensive Symptom Prediction in Inpatients With Acute Psychiatric Disorders Using Wearable-Based Deep Learning Models: Development and Validation Study

Minseok Hong, Ri-Ra Kang, Jeong Hun Yang, Sang Jin Rhee, Hyunju Lee, Yong-gyom Kim, KangYoon Lee, HongGi Kim, Yu Sang Lee, Tak Youn, Se Hyun Kim, Yong Min Ahn

J Med Internet Res 2024 (Nov 13); 26:e65994

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Early Identification of Cognitive Impairment in Community Environments Through Modeling Subtle Inconsistencies in Questionnaire Responses: Machine Learning Model Development and Validation

Hongxin Gao, Stefan Schneider, Raymond Hernandez, Jenny Harris, Danny Maupin, Doerte U Junghaenel, Arie Kapteyn, Arthur Stone, Elizabeth Zelinski, Erik Meijer, Pey-Jiuan Lee, Bart Orriens, Haomiao Jin

JMIR Form Res 2024 (Nov 13); 8:e54335

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Using a Device-Free Wi-Fi Sensing System to Assess Daily Activities and Mobility in Low-Income Older Adults: Protocol for a Feasibility Study

Jane Chung, Ingrid Pretzer-Aboff, Pamela Parsons, Katherine Falls, Eyuphan Bulut

JMIR Res Protoc 2024 (Nov 12); 13:e53447

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Applications and Concerns of ChatGPT and Other Conversational Large Language Models in Health Care: Systematic Review

Leyao Wang, Zhiyu Wan, Congning Ni, Qingyuan Song, Yang Li, Ellen Clayton, Bradley Malin, Zhijun Yin

J Med Internet Res 2024 (Nov 07); 26:e22769

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Development and Validation of Deep Learning–Based Infectivity Prediction in Pulmonary Tuberculosis Through Chest Radiography: Retrospective Study

Wou young Chung, Jinsik Yoon, Dukyong Yoon, Songsoo Kim, Yujeong Kim, Ji Eun Park, Young Ae Kang

J Med Internet Res 2024 (Nov 07); 26:e58413

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ChatGPT-4 Omni Performance in USMLE Disciplines and Clinical Skills: Comparative Analysis

Brenton T Bicknell, Danner Butler, Sydney Whalen, James Ricks, Cory J Dixon, Abigail B Clark, Olivia Spaedy, Adam Skelton, Neel Edupuganti, Lance Dzubinski, Hudson Tate, Garrett Dyess, Brenessa Lindeman, Lisa Soleymani Lehmann

JMIR Med Educ 2024 (Nov 06); 10:e63430

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Personality and Health-Related Quality of Life of Older Chinese Adults: Cross-Sectional Study and Moderated Mediation Model Analysis

Xing-Xuan Dong, Yueqing Huang, Yi-Fan Miao, Hui-Hui Hu, Chen-Wei Pan, Tianyang Zhang, Yibo Wu

JMIR Public Health Surveill 2024 (Sep 12); 10:e57437

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Differences in Fear and Negativity Levels Between Formal and Informal Health-Related Websites: Analysis of Sentiments and Emotions

Abigail Paradise Vit, Avi Magid

J Med Internet Res 2024 (Aug 09); 26:e55151

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An Effective Deep Learning Framework for Fall Detection: Model Development and Study Design

Jinxi Zhang, Zhen Li, Yu Liu, Jian Li, Hualong Qiu, Mohan Li, Guohui Hou, Zhixiong Zhou

J Med Internet Res 2024 (Aug 05); 26:e56750

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An App for Navigating Patient Transportation and Acute Stroke Care in Northwestern Ontario Using Machine Learning: Retrospective Study

Ayman Hassan, Rachid Benlamri, Trina Diner, Keli Cristofaro, Lucas Dillistone, Hajar Khallouki, Mahvareh Ahghari, Shalyn Littlefield, Rabail Siddiqui, Russell MacDonald, David W Savage

JMIR Form Res 2024 (Aug 01); 8:e54009

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Automated Behavioral Coding to Enhance the Effectiveness of Motivational Interviewing in a Chat-Based Suicide Prevention Helpline: Secondary Analysis of a Clinical Trial

Mathijs Pellemans, Salim Salmi, Saskia Mérelle, Wilco Janssen, Rob van der Mei

J Med Internet Res 2024 (Aug 01); 26:e53562

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Building Dual AI Models and Nomograms Using Noninvasive Parameters for Aiding Male Bladder Outlet Obstruction Diagnosis and Minimizing the Need for Invasive Video-Urodynamic Studies: Development and Validation Study

Chung-You Tsai, Jing-Hui Tian, Chien-Cheng Lee, Hann-Chorng Kuo

J Med Internet Res 2024 (Jul 23); 26:e58599

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Evaluating and Enhancing Large Language Models’ Performance in Domain-Specific Medicine: Development and Usability Study With DocOA

Xi Chen, Li Wang, MingKe You, WeiZhi Liu, Yu Fu, Jie Xu, Shaoting Zhang, Gang Chen, Kang Li, Jian Li

J Med Internet Res 2024 (Jul 22); 26:e58158

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AI as a Medical Device Adverse Event Reporting in Regulatory Databases: Protocol for a Systematic Review

Aditya U Kale, Riya Dattani, Ashley Tabansi, Henry David Jeffry Hogg, Russell Pearson, Ben Glocker, Su Golder, Justin Waring, Xiaoxuan Liu, David J Moore, Alastair K Denniston

JMIR Res Protoc 2024 (Jul 11); 13:e48156

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Data Set and Benchmark (MedGPTEval) to Evaluate Responses From Large Language Models in Medicine: Evaluation Development and Validation

Jie Xu, Lu Lu, Xinwei Peng, Jiali Pang, Jinru Ding, Lingrui Yang, Huan Song, Kang Li, Xin Sun, Shaoting Zhang

JMIR Med Inform 2024 (Jun 28); 12:e57674

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The Frailty Trajectory’s Additional Edge Over the Frailty Index: Retrospective Cohort Study of Veterans With Heart Failure

Javad Razjouyan, Ariela R Orkaby, Molly J Horstman, Parag Goyal, Orna Intrator, Aanand D Naik

JMIR Aging 2024 (Jun 27); 7:e56345

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