Reviews in AI

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Years in this theme: All years 2026 2025 2024 2023

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Articles published in this theme: 55 (scroll down to load remaining articles)

2026

Doctor typing on laptop, wearing white coat and stethoscope.

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Authors’ Reply: Same Name, Moving Target: Model Version Drift in Syntheses of Large Language Models for Mental Health

Benjamin Johnson, Janni Leung, Gary Chung Kai Chan

JMIR AI 2026 (Oct 15); 5:e112028

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Same Name, Moving Target: Model Version Drift in Syntheses of Large Language Models for Mental Health

Bing Zhang Sr

JMIR AI 2026 (Oct 15); 5:e111307

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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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AI Model Reporting Standards in Health Care: Systematic Review and Consolidation

Ekaterina Akhmad, Daniël Slob, Aiara Lobo Gomes, Simone Mingels, Andre Dekker, Johan van Soest

JMIR AI 2026 (Oct 09); 5:e92329

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Doctor analyzing brain MRI scans on a computer monitor in a medical facility.

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Artificial Intelligence, Machine Learning, and Deep Learning Approaches for Attention-Deficit/Hyperactivity Disorder Diagnosis: Protocol for a Scoping Review

Benedict Onochie Ibe, Amir Aly, Shaymaa S Al-Juboori, Emmanuel Ifeachor, Rohit Shankar

JMIR Res Protoc 2026 (Oct 07); 15:e99551

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Surgeon's gloved hand interacts with futuristic medical displays showing brain, heart, and DNA.

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Machine Learning for Human-Autonomy Teaming in Surgical Skill Assessment: Scoping Review

Kamal Barati, Michael S Ramirez Campos, Thomas E Doyle

JMIR AI 2026 (Oct 02); 5:e94109

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Doctor pointing at brain MRI scans on a digital display

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AI-Based Approaches for the Identification and Quantification of Traumatic Brain Injury in Computed Tomography Imaging: Systematic Review

Vu-Thu-Nguyet Pham, Irini Logothetis, Prasanthan Thaveenthiran, Simon Vajda, Rondhir Jithoo, Joseph Mathew, Kon Mouzakis

JMIR AI 2026 (Sep 10); 5:e87794

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Doctor discusses medical scans with patients in a bright clinic.

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Enhancing Patients’ Informed Consent Through AI: Systematic Review

Said Dababneh, Nicole Hébert, Laurence Meloche, Nadine Dababneh, Preslava Aleksieva, Issam Tanoubi

JMIR AI 2026 (Sep 10); 5:e93501

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Doctor typing on laptop, symbolizing healthcare technology and patient care

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Generative Large Language Models in Mental Health Care Settings: Systematic Review and Meta-Analysis

Janni Leung, Benjamin Johnson, Kelsey McRae, Stephanie Fong, Paula Cardona Gonzalez, Caitlin McClure-Thomas, Tianze Sun, Naomi Kern, Yuen Ming Wong, Richard Liu, Gary Chung Kai Chan

JMIR AI 2026 (Aug 31); 5:e87730

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Doctor holding an elderly patient's hands, showing care and compassion.

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Machine Learning in Palliative Care: Scoping Review of Applications

Marya Zaidi, Elham Dolatabadi, Peter Tanuseputro, Waqas Ullah Khan, Emily Seto

JMIR AI 2026 (Aug 21); 5:e68317

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Therapist listening to a man in a session, discussing mental health and well-being.

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Large Language Models for Mental Health Prediction: Scoping Review of Bias and Clinical Utility Documentation in 2019-2024

Clémentine Bleuze, Karën Fort, Vincent P Martin, Aurélie Névéol

JMIR AI 2026 (Aug 13); 5:e88082

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Cybersecurity analyst at work, coding on dual monitors displaying code and world map data.

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AI in Disaster Medicine: Scoping Review of Methods, Validation, and System Integration

Ruben Peralta, Ali Msheik, Zeinab Al Mokdad, Yavuz Yigit, Hassan Al-Thani, Ghaya Al Rumaihi, Ghanem Al-Sulaiti, Peter Cameron

JMIR AI 2026 (Aug 04); 5:e90848

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Woman uses laptop with AI hereditary cancer risk assessment chat

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Metrics Used for the Evaluation of Chatbots Providing Cancer Genetic Risk Assessment and Education: Systematic Review

Jennifer L Scalia, Jason R Thrift, Jessica L Laprise, Christopher L Farrell, Sara M Sarasua

JMIR AI 2026 (Jul 15); 5:e76400

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Gloved hands pouring blue and white capsules from a white bottle into an open palm.

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Application of Language Models for the Analysis of Adverse Drug Events in Pharmaceutical Research and Development: Scoping Review

Oren Schreier, Anthony Yazdani, Ryme Kabak, Ioannis Galdadas, Francesco Luigi Gervasio, Gang Mu, Douglas Teodoro

JMIR AI 2026 (Jun 16); 5:e77732

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Man smiling while video calling on a tablet at home

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The Role of Multimodal Generative AI in Older Adults’ Health Management: Systematic Scoping Review

Ting Liu, Yiming Taclis Luo, Patrick Cheong-Iao Pang, Haopeng Zhang, Ao Xiang, Qin Yang

JMIR AI 2026 (May 29); 5:e84695

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Elderly female doctor in white coat using laptop in clinic

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Natural Language Processing of Clinical Notes for Cancer Research and Patient Care Prior to Widespread Adoption of Generative AI: Scoping Review

Alfred B Kayira, Hadeel R A Elyazori, Kevin Lybarger, Fiona M Walter, Claude Chelala, Garth Funston

JMIR AI 2026 (May 14); 5:e73481

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Woman analyzing ROC curves for study A, B, and C on a computer screen with research papers.

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Methodological Approaches to and Reported Performance of Applications of Automated Machine Learning in Diabetes Risk Prediction: Rapid Review

Alexandre Castonguay, Sandrine Hegg-Deloye, Arthur Chatton, Amélie Goyette

JMIR AI 2026 (May 12); 5:e87819

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Nurse uses ultrasound tablet to scan pregnant patient in rural clinic

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AI in Point-of-Care Imaging for Clinical Decision Support: Systematic Review of Diagnostic Accuracy, Task-Shifting, and Explainability

Peter Wadie, Bishoy Zakher, Khalid Elgazzar, Abdulhamid Alsbakhi, Abdul-Mohsen G Alhejaily

JMIR AI 2026 (Apr 27); 5:e80928

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Doctor interacting with futuristic medical data interface

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In Silico Evaluation of Algorithm-Based Clinical Decision Support Systems Based on Care Pathway Simulation Models: Scoping Review

Michael Dorosan, Ya-Lin Chen, Yan He, Qingyuan Zhuang, Sean Shao Wei Lam

JMIR AI 2026 (Mar 24); 5:e72472

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Doctor's gloved hand touches futuristic medical interface displaying brain scans and heart monitor.

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Large Language Model–Based Chatbots and Agentic AI for Mental Health Counseling: Systematic Review of Methodologies, Evaluation Frameworks, and Ethical Safeguards