OOIR: Observatory of International Research

Papers

(The H4-Index of JMIR Medical Informatics is 34. 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 2022-05-01 to 2026-05-01.)

Article	Citations
Effect of Smartphone-Based Messaging on Interns and Nurses at an Academic Medical Center: Observational Study	205
Bibliometric Insights Into the Infodemic: Global Research Trends and Policy Responses: Quantitative Research	158
Automatic Recognition and Prognostic Prediction of Colorectal Liver Metastases Using a Multi-Scale Deep Learning Framework: Model Development and Validation Study	142
Diagnostic Accuracy of Artificial Intelligence in Endoscopy: Umbrella Review	120
Clinical Note Generation from Doctor-Patient Conversations Using Parameter-Efficient Fine-Tuning Large Language Models: Comparative Study (Preprint)	106
Personalized Prediction of Long-Term Renal Function Prognosis Following Nephrectomy Using Interpretable Machine Learning Algorithms: Case-Control Study	105
Ensemble Machine Learning Models for Predicting Patients With High Usage: Model Validation and Economic Impact Analysis	100
Predicting Clinical Outcomes at the Toronto General Hospital Transitional Pain Service via the Manage My Pain App: Machine Learning Approach	100
How People With a Bipolar Disorder Diagnosis Talk About Personal Recovery in Peer Online Support Forums: Corpus Framework Analysis Using the POETIC Framework	87
Toward Cross-Hospital Deployment of Natural Language Processing Systems: Model Development and Validation of Fine-Tuned Large Language Models for Disease Name Recognition in Japanese	79
Large Language Models for Psychiatric Diagnosis Based on Multicenter Real-World Clinical Records: Comparative Study	64
Prediction of Insulin Resistance in Nondiabetic Population Using LightGBM and Cohort Validation of Its Clinical Value: Cross-Sectional and Retrospective Cohort Study	57
The Information and Communication Technology Maturity Assessment at Primary Health Care Services Across 9 Provinces in Indonesia: Evaluation Study	55
Creation and Implementation of an Electronic Sexual Assault Record at the Geneva University Hospital	51
Prediction of Spontaneous Breathing Trial Outcome in Critically Ill-Ventilated Patients Using Deep Learning: Development and Verification Study	49
An Ontology-Based Approach to Improving Medication Appropriateness in Older Patients: Algorithm Development and Validation Study	49
The Anemia Risk Warning Model Based on a Noninvasive Method: Key Insights and Clarifications	48
Exploring Self-Management–Based Mobile Health User Typologies and Associations Between User Types and Satisfaction With Key Mobile Health Functions: Comparative Study of Various Fitness and Weight Man	46
Synthetic Tabular Data Generation Under Horizontal Federated Learning Environments in Acute Myeloid Leukemia: Case-Based Simulation Study	41
Automated Speech Analysis for Screening and Monitoring Bipolar Depression: Machine Learning Model Development and Interpretation Study	41
AI-Enabled Customer Relationship Management Platforms for Patient Services in Health Care, Early Lessons From Governance, and Program-Level Outcomes	40
One Digital Health Intervention for Monitoring Human and Animal Welfare in Smart Cities: Viewpoint and Use Case	40
Deep Learning for Dynamic Prognostic Prediction in Minimally Invasive Surgery for Intracerebral Hemorrhage: Model Development and Validation Study	40
Knowledge-Guided Explainable Recommendation Tool for Cancer Risk Prediction Models Using Retrieval-Augmented Large Language Models: Development and Validation Study	38
Extraction of Substance Use Information From Clinical Notes: Generative Pretrained Transformer–Based Investigation	37

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	37
An mHealth-Based Health Management Information System Among Health Workers in Volta and Eastern Regions of Ghana: Pre-Post Comparison Analysis	37
Genotype Distribution and Migration Patterns of Hepatitis C Virus in Shandong Province, China: Molecular Epidemiology and Phylogenetic Study	36
Bridging Real-World Data Gaps: Connecting Dots Across 10 Asian Countries	36
A Validation Tool (VaPCE) for Postcoordinated SNOMED CT Expressions: Development and Usability Study	36
Health Care Worker Usage of Large-Scale Health Information Exchanges in Japan: User-Level Audit Log Analysis Study	35
Autoencoder-Based Representation Learning for Similar Patients Retrieval From Electronic Health Records: Comparative Study	35
A Patient Similarity Network (CHDmap) to Predict Outcomes After Congenital Heart Surgery: Development and Validation Study	35
Predicting Metabolic Dysfunction–Associated Fatty Liver Disease Phenotypes Among Adults: 2-Stage Contrastive Learning Method	34