Theoretical Frameworks and Concepts

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Articles published in this theme: 502 (scroll down to load remaining articles)

2026

Man holding a portable health monitor device with a screen

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When Missing Data Speak: An Adherence-Driven Sparsity Framework for Patient-Generated Telemedicine Data

Gábor Kőrösi, István Kósa, Beatrix Rafael

Online J Public Health Inform 2026 (Nov 05); 18:e92710

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Doctor in white coat with stethoscope uses laptop at desk

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AI-Enabled Digital Health Tool Implementation in Clinical Practice Settings: Umbrella Review

Amanda Gilbert, Angeline Gacad, Loni Parrish, Oliver Nguyen, Kea Turner, Willi L Tarver, Pallavi Jonnalagadda, Dennis Tsagli, Bowen Wu, Chenyang Lu, Rachel E Sachs, Oghosa Evbuomwan, Maura K Kepper

JMIR AI 2026 (Nov 04); 5:e101509

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Doctor points to heart scan on tablet showing medical data

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AI Adoption, Adaptation, and Workforce Sustainability in Medical Imaging: Systematic Review and Conceptual Framework

Paula Brough, Javad Pool, Khondker Mohammad Zobair, Natalie Haskell, Luke Houghton, Paul Scuffham, Jennifer Loy, Ashlea Troth, Salim Memon, Rachael Smithson, Maria Khan, Brooke Murphy, Letisha Living, Leanne Du, John Richards, Jennifer Dolkens, Matthew Aitken, Jason Zhang, John Grieve, Sandeep Bhuta

JMIR AI 2026 (Nov 03); 5:e101944

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Telehealth consultation: Doctor and patient discuss medical data on screens, nurse attends to patient at home.

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What Does Your AI Mean by “Flourishing”? The Case for Disclosing and Benchmarking the Values in AI Alignment

Alexandre Castonguay

J Meta and Res Int 2026 (Nov 03); 1:e106380

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Doctor interacting with futuristic medical interface showing health icons

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Health Dataspace Technology Acceptance Model (HDS-TAM): Development and Case Evaluation Study of Patient Acceptance of Germany’s Electronic Patient Record

Veronika Vasileva, Eduard Wolf, Volker Riediger, Amir Shayan Ahmadian, Daniel Buschmann, Jan Jürjens

JMIR Med Inform 2026 (Nov 02); 14:e99366

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Doctors using holographic display to analyze human anatomy data

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Institutional Approval Is Not Public Authorization: Legitimacy as a Governance Requirement for Clinical AI

Jialin Liu, Siru Liu

J Med Internet Res 2026 (Nov 02); 28:e109467

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Scientist in lab with advanced brain-computer interface technology

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Domain Knowledge Plus AI Fluency: The New Nonnegotiable Competency for the Health Workforce in the AI Era

Seble Frehywot, Yianna Vovides

JMIR AI 2026 (Oct 30); 5:e100954

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Doctor in blue scrubs explaining medical advice to an elderly patient during a consultation.

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Trust, Risk, and Uncertainty Surrounding the Use of AI in Health Care: Scoping Review of Studies on Public Perception

Helena Godinho Nascimento, Sultan Abdulkarim, Abel Torres-Espin, Saba Soltani, Geetika Arikati, Samantha B Meyer

JMIR AI 2026 (Oct 30); 5:e100747

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Doctors and a colleague review data on a laptop with Sagrada Familia in the background.

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Assessing Digital Determinants of Health and Their Impact as Part of Strategic Health Planning in Catalonia: Modified Delphi Study

Mireia Cano, Aïna Fuster-Casanovas, Marta Aymerich, Meritxell Davins, Carme Carrion

J Med Internet Res 2026 (Oct 29); 28:e93840

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Circular diagram illustrating AI concepts: Data, Knowledge, Reasoning, Action, Interaction, Behavior, Adaptation, Governance, and Insight.

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From Prediction to Interaction: A Behavioral Informatics Framework for AI in Preventive Health

Anand Gavai, Jaap Heringa

J Med Internet Res 2026 (Oct 28); 28:e98961

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Caregiver comforting elderly woman with dog nearby

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AI in Long-Term Care: A Closed-Loop Sociotechnical Reliability Framework

Kyoung-Bok Min, Jin-Young Min

J Med Internet Res 2026 (Oct 28); 28:e105161

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Nurse in white coat talks with senior man, digital network overlay

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AI-Mediated Relational Competence in Medical Education: Construct Rationale and Curriculum Maturity Framework

Robert J McGrath

JMIR Med Educ 2026 (Oct 27); 12:e105459

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Woman working at desk with abstract data visualization and science imagery

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Derivative Epistemic Agency: AI-Mediated Scientific Cognition and the Limits of Human Answerability

Åke Elden

J Meta and Res Int 2026 (Oct 27); 1:e105907

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Woman in pink jacket looking at phone at a table with a bowl of food

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Algorithmic Noise Adjacency in Cantonese-Language Dementia Education on YouTube: Protocol for a Sociotechnical Audit of Recommendation Environments

Benjamin K P Woo

JMIR Res Protoc 2026 (Oct 26); 15:e101949

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Elderly woman and younger woman smiling at a tablet on a wooden table

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Fear-Specific Technophobia as a Mediator Between Daily Technical Support and Instrumental Versus Hedonic Technology Use in Later Life: Cross-Sectional Survey Study

Yu Yang, Shuo Dai, Siyu Yin, Wanyu Xi, Qi Li

JMIR Aging 2026 (Oct 23); 9:e93063

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Doctor and patient review health data on screens, including skin analysis and body metrics.

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Data-Rich But Integration-Poor Human Trials: Conceptual Framework for Closing the AI Transformation Gap in Dietary Intervention and Cosmetic Human Trials

Sungwon Lee, SooYeon Lee, Sunghee Lee, Hongseok Yoo, Jung Min Cho

J Med Internet Res 2026 (Oct 23); 28:e103706

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Close-up of an elderly woman's face with gray hair, looking to the side.

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Global Frameworks Toward Effective Integration of Technology in National Dementia Strategies: Narrative Review and Case Study in Mexico

Lili Marlene Camacho-Bustamante, Claudia I Astudillo-García, Guillermo Velázquez López, Luis Gerardo Moncayo-Samperio, Alberto Agustín Palacios-García, Sergio Alberto Navarro-Tuch

JMIR Aging 2026 (Oct 22); 9:e83861

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Diverse group of people collaborating and advancing global innovation and healthcare.

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Discover to Deliver Pediatric Futures: Viewpoints of Future Medicine From a Pediatric Health Care System

Vanessa Sincock Watkins, Ken Chang, Laura Sarff, Jared Vavroch, Dawn Wolff, Lori Erickson

J Med Internet Res 2026 (Oct 20); 28:e96758

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Doctor using a magnifying glass on a laptop screen with glowing data streams

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Algorithmic Research Waste in Health Care AI: The VALUE-AI (Valid Question and Purpose, Appropriate Data and Population Fit, Local Workflow and Intended Use, Usability, Safety, and Accountability, Equity and External Validity, and Auditability and Impact Monitoring) Lens for Decision-Useful Evidence

Dabeluchi Chiedozie Ngwu

J Meta and Res Int 2026 (Oct 16); 1:e104222

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Hands holding a glowing blue quantum energy sphere and scattered light particles

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