Decision Support for Health Professionals

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Articles published in 2026 in this theme: 381 (scroll down to load remaining articles)

2026

Doctor discusses patient care and medical advice with a patient during a consultation.

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Geo-Analytic Decision Support for Federal Behavioral Health Prioritization Among American Indian and Alaska Native Populations: Exploratory Study

David M Paschane, Michael Ontiveros, John E Snyder

JMIR Public Health Surveill 2026 (Oct 26); 12:e87265

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Scientist reviews AI data visualizations on tablets in a research lab

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Systematic Scoring Differences in Large Language Model–Based Clinical Benchmarking Reveal Evaluator-Dependent Divergence: Controlled Evaluation Study

Rasit Dinc, Nurittin Ardic

JMIR AI 2026 (Oct 26); 5:e103962

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Doctors reviewing lung x-ray with highlighted area indicating potential issue.

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Differential Diagnosis of Early-Stage Pulmonary Sarcoidosis With Normal Serum Angiotensin-Converting Enzyme Activity Using Peripheral Blood Indicators: Machine Learning Models Development and Validation

Lixiuyun Wang, Shuqi Wang, Jun Ma, Yafei Tang, Guoqiang Yang, Jin Huang, Qiuhong Li, Yonghong Feng

JMIR Med Inform 2026 (Oct 26); 14:e86639

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Doctor using a tablet for medical diagnosis, with AI healthcare technology.

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Early Prediction and Prognosis in Acute Kidney Injury Using a Biomarker-Aware Transformer: Retrospective Multicenter Study

Zijian Xu, Deyi Li, Qi Xu, Alan SL Yu, Elizabeth A Chrischilles, Lindsay G Cowell, Kathleen M McTigue, Raghavan Murugan, Dana Y Fuhrman, Mei Liu

JMIR Med Inform 2026 (Oct 26); 14:e90687

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Doctor in scrubs touches futuristic medical display showing ECG, brain, and DNA

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Deriving a Deployment Threshold for Benefit and Harm in Clinical AI: Multi-Institutional Decision-Analytic Modeling Study

Yngve Mikkelsen

JMIR AI 2026 (Oct 23); 5:e109863

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Elderly woman with cane looking out a window

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Electrocardiogram Embeddings Beyond Chronological Age for Prediagnostic Cognitive Impairment and Dementia: Development and External Validation Study

Yujeong Kim, Dong Won Kim, Yu Rang Park, Woo Jung Kim, Jaewoong Kim, Yujee Chang, Heeyeon Kwon, Dukyong Yoon

J Med Internet Res 2026 (Oct 23); 28:e108392

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Team collaborates on a project using a digital whiteboard with "Must have," "Should have," "Could have," and "Won't have" sections.

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Implementation of the MoSCoW Method and User-Centered Design to Prioritize Features for a Decision Aid Navigator (DEAN) System: Single-Case Qualitative Process Study

Brad Morse, Carrie Reale, Erin Latella, Hannah D Bauguess, Lisa M Schilling, Andrey Soares

JMIR Form Res 2026 (Oct 23); 10:e30427

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Diverse team collaborating on data analysis at a desk with charts on screen.

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Explainable Machine Learning for Predicting Major Adverse Renal and Cardiovascular Events in Acute Myocardial Infarction With Chronic Kidney Disease: Algorithm Development and Validation

Wang Feng, Ruihao Jiang, Wendi Huang, Chuanpeng Wang, Zhuoquan Wang, Jingwen Chang, Jinguo Cheng, Nianshao Chen, Xi Liu

JMIR Med Inform 2026 (Oct 23); 14:e96654

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Woman with scarf and tissue coughing on couch, signs of illness

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Screening for Cough Variant Asthma Using the TabPFN Model on Routine Laboratory Data in a Multicenter Cohort: Prospective Validation Study

Li-jie Yang, Shi-ning Wang, Xiu Shi, Ni-shan Deng, Miao-juan Zhu, Yun-fan Wang, Han-xiang Nie

JMIR Med Inform 2026 (Oct 23); 14:e92211

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Woman sleeping with a CPAP mask for sleep apnea treatment

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Accelerometry-Based and Gyroscope-Based Detection of Sleep Apnea Events: Systematic Review of Technical and Clinical Evidence

Ruben Werle, Ruben Kuhlmann, Urs-Vito Albrecht

JMIR Biomed Eng 2026 (Oct 22); 11:e104899

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Tablet screen displays "Medication" with icons of pills and bottles.

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Safety and Performance Evaluation of a Clinical Decision Support System for Imatinib Therapeutic Drug Monitoring: In Silico Study

Yuan James Pétermann, Roberto Rigamonti, Paul Thoueille, Junrui Chen, Lavinia Alberi, Alexandra Simon, François Veuve, Eva Choong, Bruno Da Rocha Carvalho, Sandro Carrara, François R Girardin, Thierry Buclin, Chantal Csajka, Yann Thoma, Monia Guidi

JMIR Med Inform 2026 (Oct 21); 14:e93304

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Doctor reviewing AI colonoscopy analysis showing a detected polyp in the descending colon.

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Development of a Novel Real-Time Computer-Assisted Colonoscopy Diagnostic Tool for Colorectal Neoplasia and Cancer to Enable Personalized Patient Management: Protocol for a Multicenter Proof-of-Concept Study

Olaolu Olabintan, Angelo Brunori, Natalie Halvorsen, Nils Andersen, Verónica G Zubiaurre, Mehrnaz Mirzaei, Ina Dam Pedersen, Alessandro D’Aprano, Johnathan Sun, Ahmed Ghazwan Waraich, Omer Ahmad, Nastazja Pilonis, Michal Kaminski, Francisco Lamosa, Rune Erichsen, Johannes Blom, Thomas Rosch, Ignasi Puig, Cesare Hassan, Kensaku Mori, Yuichi Mori, Massashi Misawa, Shraddha Gulati, Maria Pellise

JMIR Res Protoc 2026 (Oct 21); 15:e77277

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Physical therapist guides woman performing knee rehabilitation exercise with resistance band.

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Co-Designing the Primary Care Individual Social Norms Musculoskeletal Data Dashboard (PRISM) for First Contact Physiotherapy: Consensus-Based Qualitative Study

Emma Dunphy, Alexander Braybrooke, Jamie Ross, Irwin Nazareth, Fiona Stevenson

JMIR Form Res 2026 (Oct 20); 10:e105148

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Nurse showing tablet with AI in healthcare icons: triage, risk prediction, patient outcomes.

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Technological Integration in Triage With AI and Machine Learning Compared With Conventional Triage and Narrative Synthesis of Telehealth for Patient Prioritization in Emergency and Acute Care Settings: Systematic Review and Meta-Analysis

Faii O M Ashour, Waqas Sami, Intima Alrimawi, Moattar Raza Rizvi, Majeda M El-Banna

J Med Internet Res 2026 (Oct 19); 28:e93931

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Nurse explains patient chart data on computer screen to elderly woman.

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AI-Based Clinical Decision Support Systems in Primary Care: Systematic Review of Clinical Implementation

Florian Naye, Steven Ouellet, Farzaneh Yousefi, Chloé Cachinho, Frédéric Bergeron, Onil Bhattacharyya, Vess Stamenova, Maxime Sasseville

J Med Internet Res 2026 (Oct 19); 28:e96882

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Doctor points to brain scan data and AI neural network for diagnostic analysis

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Nonlinear Feature Modeling Using Kolmogorov-Arnold Networks in Electroencephalography for Depression Classification: Deep Learning Study

Bin Yang, Yongfeng Fan, Xinhong Wei, Chunlei Shi

JMIR AI 2026 (Oct 19); 5:e101076

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Doctor reviewing patient data and medical charts on a computer screen

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Variation in Medical Ethics Recommendations Across Large Language Models: Case-Based Audit Study

Yasuhito Mitsuyama, Ko Watanabe, Shannon Walston, Hirotaka Takita, Kenichi Saito, Shoya Ishimaru, Daiju Ueda

JMIR AI 2026 (Oct 19); 5:e102713

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Doctor shows tablet with "Vital-MD Study" to elderly patient

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Clinical Effectiveness of AI-Based Cardiac Arrest Prediction System for General Ward Patients (VITAL-MD): Protocol for a Multicenter Pragmatic Stepped Wedge Cluster Randomized Controlled Trial

Mincheol Kim, Kyung Hoon Kim, Minsoo Kim, Sun Jung Kwon, Myung Soo Park, Ah Jin Kim, Man-Jong Lee, Mi Hwa Park, Hyung Keun Cha, Minhyeok Lee, In Beom Jeong, Soon Joo Wang, Sung Bak An, Jeen Hwa Lee, Kyung-Jae Cho, Jinhui Jang, HyoJin Jeong, Yoon Young Lee, Woori Han, Jung Soo Kim, Dongjoon Yoo, VITAL-MD Study Group

JMIR Res Protoc 2026 (Oct 19); 15:e104230

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Doctor attaches EEG cap to patient while brain scan displays on screen

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AI for Poststroke Epilepsy: Scoping Review of Imaging-Based Prediction Models and Implications for African Settings

Bashemera Brenda Birungi, Rahman Sanya, Suzan Nakasendwa, Joyce Nakatumba Nabende

JMIR AI 2026 (Oct 16); 5:e96828

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Medical imaging display showing brain, lungs, eye, and cells with glowing network

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Quality Assessment and Model Training Impact of Synthetic Images in Medical Diagnostic Imaging: Systematic Review

Júlia Folguera-Profitós, Marina Ramiro-Pareta, Gerard Carot-Sans, Alba Jiménez-Rueda, Júlia Aznar-Roig, Didier Domínguez-Herrera, Maria Mercedes Nogueras, Esmaeil Nadimi, Ferran Torres, Jordi Piera-Jiménez

JMIR AI 2026 (Oct 15); 5:e81472

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