Research Methodology

Back to themes list

Years in this theme: All years 2026 2025 2024 2023 2022

Download Issue Citations: END BibTex RIS

Articles published in this theme: 75 (scroll down to load remaining articles)

2026

Scientist reviews AI data visualizations on tablets in a research lab

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

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

View image

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

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Female doctor in white coat with stethoscope using tablet in clinic

View image

Workflow Topology–Guided Skill Loading for Agentic AI in Clinical Trial Data Pipelines: Sequential Exploratory Evaluation

Jaime Yan

JMIR Form Res 2026 (Oct 20); 10:e100769

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Woman coding in front of a computer displaying neural network visualization

View image

Algorithmic Reflectivity in Large Language Models: Methodological Study of Linguistic Structure in Mentalization

Stefano Epifani, Giuliano Castigliego, Giuliano Razzicchia, Elisabeth Seiwald-Sonderegger, Laura Kecskeméti

JMIR AI 2026 (Oct 20); 5:e90750

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Doctor examines sick child in hospital bed with worried parents and nurse

View image

Synthetic Content Validation of Pediatric Trust Instruments Using Persona-Driven Large Language Models: Development and Evaluation Study

Ella Boone, Katya Loban, Carmel Daskalo, Suganthi Rajasegaran, Elena Guadagno, Jeannie Haggerty, Sylvie Lambert, Dan Poenaru

JMIR Form Res 2026 (Oct 13); 10:e96901

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Nurse addresses seated audience in outdoor clinic setting with facial recognition overlay.

View image

Efficiency vs Depth in AI-Generated and Human-Synthesized Thematic Analyses of Ugandan Women’s Experiences of Obstetric Fistula: Comparative Qualitative Study

Madeline Pechilis, Monica Getahun, Hadija Nalubwama, Patrick Eyul, Florence Ebem, Alison M El Ayadi

J Med Internet Res 2026 (Oct 09); 28:e94809

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Dense star cluster with bright blue and yellow stars

View image

Adaptive Optics Image Analysis Using Generative AI (GPT-4) Scripting: Exploratory Study

Jeroen AAH Pas, Ludo C van der Zanden, Yoeri van Leeuwen, Yara TE Lechanteur, Carel B Hoyng, Thomas Theelen

JMIR Form Res 2026 (Sep 14); 10:e94906

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

AI and data analysis in healthcare: digital brain, medical records, and patient data.

View image

Toward Automating the Selection of Articles Reporting EQ-5D Data for Systematic Literature Reviews Using Large Language Models: Algorithm Development and Evaluation Study

Gábor Kertész, János Tibor Czere, Zsombor Zrubka, Laszlo Gulacsi, Marta Pentek

JMIR Form Res 2026 (Aug 31); 10:e86647

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Man working at computer surrounded by stacks of documents

View image

Performance of Two AI Approaches in ASReview Compared With Manual Screening for Dementia Care Literature Screening: Comparative Analysis

Dirk Steijger, Stella Thissen, Sil Aarts, Hilde Verbeek, Marjolein E de Vugt, Hannah Christie

JMIR Form Res 2026 (Aug 20); 10:e84989

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Diverse group of people wearing face masks, standing together

View image

A Systematic Evaluation of Cohort Selection Criteria and Their Impact on Machine Learning Model Performance and Demographic Disparities in COVID-19 Outcomes: Cohort Study

Atefehsadat Haghighathoseini, Janusz Wojtusiak, Hua Min, Nirup M Menon

JMIR Form Res 2026 (Aug 20); 10:e88406

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Two women looking at a computer screen displaying a health tech infographic with icons.

View image

Quantifying and Disclosing the Environmental Footprint of AI in Research: Life Cycle–Informed Framework and Open-Access Calculator Development Study

Kaveh Mozafari, Yuanchao Ma, Mohsen Amoei, Bertrand Lebouche, Esli Osmanlliu, Dan Poenaru

JMIR AI 2026 (Aug 18); 5:e90770

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

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

View image

PRISMA-trAIce: A Name Without Endorsement

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

JMIR AI 2026 (Aug 18); 5:e104210

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Two scientists analyze data on a large touchscreen display in a lab.

View image

AI for Prognosis Among People Living With HIV: Protocol for a Systematic Review and Meta-Analysis

Degninou Yehadji, Markus Hofmann, Petros Isaakidis, Smaila Alidou, Olushina Ayo Junior Ale, Kofivi Mawouko Yena, Kodjo Guidigan, Geraldine Gray, Nadjime Pindra, Gayo Diallo

JMIR Res Protoc 2026 (Aug 18); 15:e91989

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Doctors review medical scans on a tablet, discussing patient diagnosis.

View image

Detecting and Mitigating AI Bias in Health Care: Development and Validation of a Unified Multistage Framework

Chetneti Srisa-An, Ruj Mateedulsatit

JMIR AI 2026 (Aug 14); 5:e102146

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Woman in video call with therapist discussing mental health

View image

AI in Psychiatry for Improving Continuity of Patient Care: Protocol for a Mixed Methods Systematic Review

En Jie Tan, Wen Jie Dominic Yao, Jireh Foo, Andrew Ian-Hong Phua, Xin Er Ong, Maria Abraham

JMIR Res Protoc 2026 (Aug 05); 15:e95931

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Diverse team in a meeting room discussing DNA helix and data visualizations on a large screen

View image

A Controlled Comparison of Human and AI-Assisted Automated Revision of Delphi Statements on RNA-Based Medicines: Parallel, 2-Arm Study

Enrico Nello, Fabio Tedone, Elena Caproni, Davide Cafiero, Sara Manellari, Paolo Rocco

JMIR Med Inform 2026 (Jul 13); 14:e90228

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Woman in face mask and striped shirt clenches fist, showing determination.

View image

Beyond Area Under the Receiver Operating Characteristic Curve: Evaluating Predictive Performance Metrics Under Class Imbalance in Real-World Clinical Data

Vanessa das Graças José Ventura, Claudio Moisés Valiense de Andrade, Jussara Marques de Almeida, Bruno Porto Pessoa, Carísi Anne Polanczyk, Guilherme Fonseca do Nascimento, Eric Boersma, Heloisa Reniers Vianna, Katia de Paula Farah, Leonardo Chaves Dutra da Rocha, Marcos André Gonçalves, Milena Soriano Marcolino

JMIR Form Res 2026 (Jun 24); 10:e86379

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Doctor examines colorful microscopic cells with a magnifying glass.

View image

An Evaluation of Pretrained Generative Models for Augmenting Small Health Data: Comparative Modeling Study

Margerie Huet-Dastarac, Fida K Dankar, Dan Liu, Samer El Kababji, Lisa Pilgram, Khaled El Emam

J Med Internet Res 2026 (Jun 15); 28:e88678

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Doctor reviews patient risk assessment on computer monitor in hospital room

View image

Knowledge-Augmented Large Language Model for Multimodal Electronic Health Record–Based Risk Prediction: Development and Validation Study

Rituparna Datta, Jiaming Cui, Zihan Guan, Vishal Reddy, Joshua Eby, Gregory R Madden, Rupesh Silwal, Anil Vullikanti

JMIR AI 2026 (Jun 12); 5:e88356

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Futuristic MRI scanner with glowing interior and patient bed

View image

Automated Machine Learning Frameworks for Radiomics: Comparative Evaluation Study

Jose Lozano-Montoya, Emilio Soria-Olivas, Almudena Fuster-Matanzo, Angel Alberich-Bayarri, Ana Jimenez-Pastor

JMIR Form Res 2026 (Jun 11); 10:e91492

Download Citation: END BibTex RIS

Share on Bluesky Share on Twitter Share on Facebook Share on LinkedIn

Download PDF Download XML

Research Methodology - AI

2026