Digital Health Reporting Standards, Quality and Transparency in e-Research

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Articles published in 2026 in this theme: 59 (scroll down to load remaining articles)

2026

Healthcare professionals in a meeting discuss AI equity and data justice with a presentation on patient subgroup safety analysis.

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Refined Exclusion in Medical AI: Data Justice and Patient Safety Governance

Jae Hyun Lee, Boram Choi, Kwunho Jeong, Sang Won Suh, Ju Han Kim, Dae-Soon Son

J Med Internet Res 2026 (Oct 01); 28:e102359

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Doctor and patient discussing medical information on a smartphone during a consultation.

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Conversational AI in Hereditary Cancer Care: Sociotechnical Study of Responsible Design Requirements

Dominic Lammert, Jacqueline Lammert, Justin Hofenbitzer, Tristan Radtke, Yingping Sun, Martin Haimerl, Stefanie Betz, Doran Holger Scholl, Jürgen Pfeffer

JMIR Hum Factors 2026 (Sep 30); 13:e97869

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Doctors reviewing brain scans on computer screens

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A Multi-Model, Pixel-Native Framework for Automated Computed Tomography Series Labeling and Characterization: Proof-of-Concept Study

Yutong Wen, Anton Sheahan Quinsten, Cynthia Sabrina Schmidt, Christian Bojahr, Judith Kohnke, Kamyar Arzideh, Sina Warmer, Sebastian Blex, Ann-Christin Jacoby, Max Eberts, Hanna Lehmann, Olivia Barbara Pollok, Mathias Holtkamp, Luca Salhöfer, Lale Umutlu, Michael Forsting, Johannes Haubold, Felix Nensa, Katarzyna Borys, René Hosch

JMIR Med Inform 2026 (Sep 29); 14:e93018

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Elderly man with glasses resting hands on a cane

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Explicit Mechanistic Causal Analyses or Interventional Trials Are Required for Objective, Clinical, Voice-Based Parkinson Disease Characterization

Max Little

J Med Internet Res 2026 (Sep 28); 28:e111711

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Two young girls of color watch a tablet together, illuminated by blue and pink light.

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The Use of Waivers of Guardian Permission in the United States for Pediatric Digital Health Intervention Research Since 2020: Systematic Review

Colleen Stiles-Shields, Elyse Shenberger, Ann Bernica, Gabriella Bobadilla, Kandis Fletcher, Jasmine George, Sydney Gordon, Erika L Gustafson, Crystal S Hernandez, Taylor L Hilderbrand, Sarah N Kumi, Christine A Lee, Sarah I Lorduy, Meera Phanse, Lauren M Potthoff, Naomi Quezada, Dale L Smith, Holly J Hudson, Emily E Anderson

J Med Internet Res 2026 (Sep 25); 28:e87047

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Doctor in white coat using computer with stethoscope around neck

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Evaluating the Accuracy of Large Language Models in Risk-of-Bias Assessment Using Version 2 of the Cochrane Risk-of-Bias Tool for Randomized Trials: Exploratory Feasibility Study

Yu-Ju Lai, Shen-Hua Lin, Jen-Wei Liu

J Med Internet Res 2026 (Sep 25); 28:e84915

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Person examining documents with magnifying glass, data visualization overlay

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Retrieve-Then-Verify for Evaluating Evidence Support and Hallucination in Large Language Model–Generated Medical Information: Empirical Study

Zhaohui Liang, Cynthia Sheffield, Gisela Butera, Sameer Antani

JMIR AI 2026 (Sep 16); 5:e93761

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Man walking in park using smartphone, with couple in background

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Intensive Longitudinal Data Collection Methods in Health Research: Tutorial for Selecting Measures and Designing a Sampling Protocol

Jimikaye Courtney, Genevieve Dunton

JMIR Mhealth Uhealth 2026 (Sep 08); 14:e81290

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Two business professionals reviewing financial charts and data on a tablet.

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Performance, Failures, and Oversight of a Large Language Model Agent for Clinical Data Analysis: Evaluation Study

Yilan Wu, Dun Jack Fu, Yukun Zhou, Siegfried K Wagner, Pearse A Keane

J Med Internet Res 2026 (Sep 08); 28:e99597

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Team discusses Representational Veracity, models, and targets on a screen.

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Representational Veracity in Data Science Health Research: Targets, Proxies, Labels, and Descriptors

Clement Adebamowo, Sally N Adebamowo, Adeola Akintola, Peter Ikhane, Simisola Akintola, Temidayo Ogundiran, Ayodele Jegede, Olusegun Adeyemo, Shawneequa Callier, Muhammad K Imam-Tamim, Ibrahim Uthman, BridgELSI Project as part of DSI Africa Consortium

J Med Internet Res 2026 (Sep 02); 28:e102537

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Doctor in scrubs touching a futuristic medical display showing brain and heart scans.

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Generative Artificial Intelligence for Qualitative Methods in Health Research: Rapid Review

Raúl D Gierbolini-Rivera, Milena Franco Silva, Alexandre Augusto de Paula da Silva, Ross C Brownson, Diana C Parra, Maura M Kepper, Amy A Eyler

J Med Internet Res 2026 (Aug 31); 28:e98551

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Balance scale comparing time, data, and problem-solving to innovation and growth.

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How Many Instruments Do We Need? Strengths, Weaknesses, and Potentials for Further Developments of Digital Health Literacy Measurement Instruments: Narrative Overview of Reviews and Content Analysis

Pauline Kaboth, Lorenz Harst, Jochen Schmitt, Madlen Scheibe

Interact J Med Res 2026 (Aug 28); 15:e91603

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Doctor in white coat reviewing medical data on a tablet.

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Understanding the Limits of Patient Safety Classification Systems for Health Information Technology–Related Incidents

Md Shafiqur Rahman Jabin

JMIR Hum Factors 2026 (Aug 28); 13:e91783

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Surgeon interacting with futuristic medical displays of brain, heart, and DNA

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Digital Phenotyping in Health Research: Scoping Review of Methods, Gaps, and Opportunities

Nolwenn Badier, Alice Lafitte, Audrey Difernand, Gloria A Aguayo, Guy Fagherazzi, Jukka-Pekka Onnela, Benjamin Vittrant, Bastien Lechat, Quentin De Larochelambert, Jean-François Toussaint, Lidia Delrieu

J Med Internet Res 2026 (Aug 27); 28:e91747

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Nurse in blue scrubs reviews patient chart and computer schedule at desk

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Public Reporting Systems in Health Care and the Underconceptualized Technical Substrate, a Core Information Systems Dimension: Scoping Review

Elorm Damalie, Reima Suomi, Moustafa Mahmoud

JMIR Med Inform 2026 (Aug 24); 14:e84820

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Two women in a recording studio, one speaking into a microphone, the other observing a laptop screen displaying voice analysis data.

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Demographic Confounding in Voice-Based Parkinson Disease Screening: Methodological Analysis of the Bridge2AI Voice Dataset

Shikhar Shukla, Parvati Naliyatthaliyazchayil, Judy W Gichoya, Saptarshi Purkayastha

J Med Internet Res 2026 (Aug 20); 28:e95609

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Two data scientists analyze neural network code on screens, showing glowing brain and data visualizations.

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The Reliability of Human Evaluation of Large Language Models in Health Care Settings: Scoping Review

Euijun Yang, Siyeon Ko, Hyekyung Woo

J Med Internet Res 2026 (Aug 19); 28:e98184

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Woman teaching child alphabet letters and numbers at a table

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Multilevel Evaluation of ECHO Autism Programs: Development and Pilot Study of a Standardized Minimum Dataset

Katrina Boles, Kimberly Hoffman, Melissa Mahurin, Robin Hardesty, Valeria Nanclares-Nogués, Melinda Odum, Ramiro Mitre, Kristin Sohl

JMIR Form Res 2026 (Aug 18); 10:e86274

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Man and woman in VR headsets interacting with a glowing digital brain interface.

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PRISMA-trAIce: A Name Without Endorsement

David Moher, Matthew Page, Joanne McKenzie, Yemisi Takwoingi, Evan Mayo-Wilson

JMIR AI 2026 (Aug 18); 5:e104210

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Hands of an elderly person being held by a caregiver, supporting a cane.

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NeuroSift for Task-Aware Quality Assurance of Multimedia Data in Remote Parkinson Disease Assessment: Machine Learning Model Development and Validation Study