Machine Learning

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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Dental Tissue Density in Healthy Children Based on Radiological Data: Retrospective Analysis

Aleksey Reshetnikov, Natalia Shaikhattarova, Margarita Mazurok, Nadezhda Kasatkina

JMIRx Med 2024 (Jun 20); 5:e56759

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Performance Drift in Machine Learning Models for Cardiac Surgery Risk Prediction: Retrospective Analysis

Tim Dong, Shubhra Sinha, Ben Zhai, Daniel Fudulu, Jeremy Chan, Pradeep Narayan, Andy Judge, Massimo Caputo, Arnaldo Dimagli, Umberto Benedetto, Gianni D Angelini

JMIRx Med 2024 (Jun 12); 5:e45973

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A Machine Learning Application to Classify Patients at Differing Levels of Risk of Opioid Use Disorder: Clinician-Based Validation Study

Tewodros Eguale, François Bastardot, Wenyu Song, Daniel Motta-Calderon, Yasmin Elsobky, Angela Rui, Marlika Marceau, Clark Davis, Sandya Ganesan, Ava Alsubai, Michele Matthews, Lynn A Volk, David W Bates, Ronen Rozenblum

JMIR Med Inform 2024 (Jun 04); 12:e53625

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A Random Forest Algorithm for Assessing Risk Factors Associated With Chronic Kidney Disease: Observational Study

Pei Liu, Yijun Liu, Hao Liu, Linping Xiong, Changlin Mei, Lei Yuan

Asian Pac Isl Nurs J 2024 (Jun 03); 8:e48378

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Evidence-Based Learning Strategies in Medicine Using AI

Juan Pablo Arango-Ibanez, Jose Alejandro Posso-Nuñez, Juan Pablo Díaz-Solórzano, Gustavo Cruz-Suárez

JMIR Med Educ 2024 (May 24); 10:e54507

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Machine Learning Models for Parkinson Disease: Systematic Review

Thasina Tabashum, Robert Cooper Snyder, Megan K O'Brien, Mark V Albert

JMIR Med Inform 2024 (May 17); 12:e50117

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Using Large Language Models to Understand Suicidality in a Social Media–Based Taxonomy of Mental Health Disorders: Linguistic Analysis of Reddit Posts

Brian Bauer, Raquel Norel, Alex Leow, Zad Abi Rached, Bo Wen, Guillermo Cecchi

JMIR Ment Health 2024 (May 16); 11:e57234

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Exploring the Association Between Structural Racism and Mental Health: Geospatial and Machine Learning Analysis

Fahimeh Mohebbi, Amir Masoud Forati, Lucas Torres, Terri A deRoon-Cassini, Jennifer Harris, Carissa W Tomas, John R Mantsch, Rina Ghose

JMIR Public Health Surveill 2024 (May 03); 10:e52691

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Emerging Trends of Self-Harm Using Sodium Nitrite in an Online Suicide Community: Observational Study Using Natural Language Processing Analysis

Sudeshna Das, Drew Walker, Swati Rajwal, Sahithi Lakamana, Steven A Sumner, Karin A Mack, Wojciech Kaczkowski, Abeed Sarker

JMIR Ment Health 2024 (May 02); 11:e53730

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Consolidated Reporting Guidelines for Prognostic and Diagnostic Machine Learning Models (CREMLS)

Khaled El Emam, Tiffany I Leung, Bradley Malin, William Klement, Gunther Eysenbach

J Med Internet Res 2024 (May 02); 26:e52508

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