OOIR: Observatory of International Research

Papers

(The H4-Index of JMIR Medical Informatics is 31. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2021-08-01 to 2025-08-01.)

Article	Citations
Personalized Prediction of Long-Term Renal Function Prognosis Following Nephrectomy Using Interpretable Machine Learning Algorithms: Case-Control Study	136
The Anemia Risk Warning Model Based on a Noninvasive Method: Key Insights and Clarifications	115
Toward Cross-Hospital Deployment of NLP Systems: A Robustness Evaluation of Fine-Tuned LLMs for Japanese Disease Name Recognition (Preprint)	96
One Digital Health Intervention for Monitoring Human and Animal Welfare in Smart Cities: Viewpoint and Use Case	89
Assimilation of Medical Appointment Scheduling Systems and Their Impact on the Accessibility of Primary Care: Mixed Methods Study	80
Prediction of Spontaneous Breathing Trial Outcome in Critically Ill-Ventilated Patients Using Deep Learning: Development and Verification Study	72
The Unified Medical Language System at 30 Years and How It Is Used and Published: Systematic Review and Content Analysis	65
The Information and Communication Technology Maturity Assessment at Primary Health Care Services Across 9 Provinces in Indonesia: Evaluation Study	63
Prediction of Insulin Resistance in Nondiabetic Population Using LightGBM and Cohort Validation of Its Clinical Value: Cross-Sectional and Retrospective Cohort Study	59
Diagnostic Accuracy of Artificial Intelligence in Endoscopy: Umbrella Review	51
Effect of Smartphone-Based Messaging on Interns and Nurses at an Academic Medical Center: Observational Study	47
How People With a Bipolar Disorder Diagnosis Talk About Personal Recovery in Peer Online Support Forums: Corpus Framework Analysis Using the POETIC Framework	45
An Ontology-Based Approach to Improving Medication Appropriateness in Older Patients: Algorithm Development and Validation Study	44
Combining Machine Learning With Real-World Data to Identify Gaps in Clinical Practice Guidelines: Feasibility Study Using the Prospective German Stroke Registry and the National Acute Ischemic Stroke	43
Bridging Real-World Data Gaps: Connecting Dots Across 10 Asian Countries	43
Web-Based Skin Cancer Assessment and Classification Using Machine Learning and Mobile Computerized Adaptive Testing in a Rasch Model: Development Study	43
Predicting Clinical Outcomes at the Toronto General Hospital Transitional Pain Service via the Manage My Pain App: Machine Learning Approach	43
An mHealth-Based Health Management Information System Among Health Workers in Volta and Eastern Regions of Ghana: Pre-Post Comparison Analysis	42
Pandemic-Related Impairment in the Monitoring of Patients With Hypertension and Diabetes and the Development of a Digital Solution for the Community Health Worker: Quasiexperimental and Implementation	42
Visualizing Knowledge Evolution Trends and Research Hotspots of Personal Health Data Research: Bibliometric Analysis	42
Interpretable Deep Learning System for Identifying Critical Patients Through the Prediction of Triage Level, Hospitalization, and Length of Stay: Prospective Study	40
Tempering Expectations on the Medical Artificial Intelligence Revolution: The Medical Trainee Viewpoint	40
Characterization of Electronic Health Record Use Outside Scheduled Clinic Hours Among Primary Care Pediatricians: Retrospective Descriptive Task Analysis of Electronic Health Record Access Log Data	38
Prediction of Antibiotic Resistance in Patients With a Urinary Tract Infection: Algorithm Development and Validation	36
The Use of Artificial Intelligence–Based Conversational Agents (Chatbots) for Weight Loss: Scoping Review and Practical Recommendations	36

Current Status of the Health Information Technology Industry in China from the China Hospital Information Network Conference: Cross-sectional Study of Participating Companies	36
Boosting Delirium Identification Accuracy With Sentiment-Based Natural Language Processing: Mixed Methods Study	35
Autoencoder-Based Representation Learning for Similar Patients Retrieval From Electronic Health Records: Comparative Study	35
How to Elucidate Consent-Free Research Use of Medical Data: A Case for “Health Data Literacy”	33
Impact of Electronic Health Record Use on Cognitive Load and Burnout Among Clinicians: Narrative Review	33
Accurate Prediction of Stroke for Hypertensive Patients Based on Medical Big Data and Machine Learning Algorithms: Retrospective Study	33
Deployment of a Free-Text Analytics Platform at a UK National Health Service Research Hospital: CogStack at University College London Hospitals	31
Effect of Uncertainty-Aware AI Models on Pharmacists’ Reaction Time and Decision-Making in a Web-Based Mock Medication Verification Task: Randomized Controlled Trial	31