International Journal of Medical Informatics

Article	Citations
Ophthalmic care may not align with patient need: An analysis on state-wide patient needs and provider density between 2008 and 2022	322
Editorial Board	205
Comment on “Medication-based mortality prediction in COPD using machine learning and conventional statistical methods”	146
Understanding healthcare providers’ electronic health record (EHR) interface preferences via conjoint analysis	122
Bioengineering and medical informatics education in MD programs: perspectives from three Italian experiences	111
Machine learning identification of factors associated with exclusive breastfeeding in Brazilian infants: Cross-sectional analysis of the ENANI-2019 survey	103
Hybridized artificial intelligence system for reducing neonatal mortality in Nigeria	92
Optimising interruptive clinical decision support alerts for antithrombotic duplicate prescribing in hospital	90
Advantages and challenges of tracking st-segment elevation myocardial infarction patients with a real-time dashboard: A single-centre experience	87
Analysis of missing data in electronic health records of people with diabetes in primary care in Spain: A population-based cohort study	82
Research related to the diagnosis of prostate cancer based on machine learning medical images: A review	79
Development of a machine learning-based prognostic model for survival prediction in patients with lung cancer brain metastases using multicenter clinical data	77
Renal health: Evaluation of the spontaneous use of a new m-health technology and validation of its content to support patients undergoing peritoneal dialysis	72
Public comprehension of privacy protections applied to health data shared for research: An Australian cross-sectional study	68
Factors impacting the adoption of big data in healthcare: A systematic literature review	67
De-identification of clinical data: A systematic review of free text, image and tabular data approaches	66
Emotions of scepticism, trust, and security within the acceptance of telemedical applications	66
Sustainable value generation from digital health investments: lessons from EU-funded projects preceding the European health data space	65
Fuzzy logic in respiratory medicine: a systematic review of predictive and diagnostic applications	64
Editorial Board	62
A randomized control trial of a virtual reality learning environment in obstetric medical student teaching	61
Implementation and evaluation of an additional GPT-4-based reviewer in PRISMA-based medical systematic literature reviews	60
Prioritising digital health technologies in Australian community pharmacy: a delphi study identifying barriers, enablers, and policy implications for implementation	59
How people interact with a chatbot against disinformation and fake news in COVID-19 in Brazil: The CoronaAI case	59
Editorial Board	56

Ambulance dispatch prioritisation for traffic crashes using machine learning: A natural language approach	55
Towards a Multi-Stakeholder process for developing responsible AI governance in consumer health	55
Development and evaluation of a retrieval-augmented large language model framework for enhancing endodontic education	54
A real-time web-based telemedicine framework based on AI and IoMT for emergency triage and initial diagnostics: the TeleMedQuick solution	53
AI-assisted literature screening: A hybrid approach using large language models and retrieval-augmented generation	53
Design and deployment of ODISEA, an application for the myOcarDial infarction SafEtytrAnsfer of patients	53
Analysis and prediction of long-term survival using a clinically applicable risk score based on the Electronic Health Record	52
Using a statewide health information exchange to enhance COVID research and surveillance: The impact of information fragmentation	50
Editorial Board	50
A text analytics approach for mining public discussions in online cancer forum: Analysis of multi-intent lung cancer treatment dataset	49
Utilizing artificial intelligence and medical experts to identify predictors for common diagnoses in dyspneic adults: A cross-sectional study of consecutive emergency department patients from Southern	48
Inclusive safeguards for predictive resilience models in medical education	48
Evaluation of the quality of oral hygiene mobile apps for children using the mobile app rating scale	47
Development and validation of the mHealth Apps Rating Inventory (mARI): A comprehensive tool for assessing the quality of mobile health applications	45
Physician eye contact in telemedicine video consultations: A cross-cultural experiment	45
Artificial intelligence generated visual communication improves comprehension and adherence in cervical cancer screening: a randomized controlled study	45
Development and validation of a management system and dataset quality assessment tool for the Radiology Common Data Model (R_CDM): A case study in liver disease	45
Biases in using social media data for public health surveillance: A scoping review	44
A usability evaluation of the perceived user friendliness, accessibility, and inclusiveness of a personalized digital care pathway tool	44
Security practices and insider threats in Spanish healthcare centers: a survey-based risk assessment	43
Improving the quality of nursing care through standardized nursing languages: Call to action across European countries	42
Artificial intelligence-based snakebite identification using snake images, snakebite wound images, and other modalities of information: A systematic review	42
Can I trust my fake data – A comprehensive quality assessment framework for synthetic tabular data in healthcare	40
Improved immune algorithm for sudden cardiac death first aid drones site selection	40
Advancing healthcare with large language models: A scoping review of applications and future directions	40
Current evidence and future directions of metrics used to evaluate ambient clinical documentation: A scoping review	40
Using machine learning models to predict falls in hospitalised adults	40
An evaluation of existing text de-identification tools for use with patient progress notes from Australian general practice	39
Explainability and uncertainty: Two sides of the same coin for enhancing the interpretability of deep learning models in healthcare	39
Adverse drug reaction reporting via mobile applications: A narrative review	38
Feelings behind words: A systematic review on how effective IS NLP-based assessment for mental health diagnosis in human studies	38
Retraction notice to “Reliability and validity of the Chinese version of the mobile Agnew Relationship Measure (mARM-C)” [Int. J. Med. Inf. 189 (2024) 105482]	38
A vision transformer-convolutional neural network framework for decision-transparent dual-energy X-ray absorptiometry recommendations using chest low-dose CT	38
hART: Deep learning-informed lifespan heart failure risk trajectories	37
A competency framework for Ph.D. programs in health information management	36
Integrating interprofessional electronic medical record teaching in preregistration healthcare degrees: A case study	36
Applications of artificial intelligence-based conversational agents in healthcare: A systematic umbrella review	36
Digital tools/eHealth to support CKD self-management: A qualitative study of perceptions, attitudes and needs of patients and health care professionals in China	36
Mobile mental health application use, and app feature preferences among individuals with mental disorders in Ethiopia: A cross-sectional survey	35
Lived experiences of health professionals using digital health in Australian aged care: A scoping review	34
External validation of risk prediction model for gestational diabetes: Individual participant data meta-analysis of randomized trials	34
MedARC: Adaptive multi-agent refinement and collaboration for enhanced medical reasoning in large language models	33
Nutritional and lifestyle predictors of rectal bleeding in functional constipation: A machine learning approach	33
Performance analysis of machine learning algorithms and screening formulae for	33
Understanding potentially inappropriate medication: A focus group study with general practitioners	33
Predicting hospital admissions, ICU utilization, and prolonged length of stay among febrile pediatric emergency department patients using incomplete and imbalanced electronic health record (EHR) data	33
Corrigendum to “Brain health scores to predict neurological outcomes from electronic health records” [Int. J. Med. Inform. (2023) 105270]	32
Risk prediction of arrhythmia after percutaneous coronary intervention in patients with acute coronary syndrome: A systematic review and meta-analysis	32
Editorial Board	32
Developing a multi-label learning model to predict major adverse cardiovascular events in patients with unstable angina pectoris: A prospective cohort study	31

Physicians' perceptions of electronic prescribing of controlled medications in the West Bank, Palestine: A pre-implementation assessment	31
A multilayered graph-based framework to explore behavioural phenomena in social media conversations	31
Editorial Board	31
Implications of use of different intraoperative ultrasound modalities during glioma surgery – A comparative study of factors affecting outcomes	31
Real-world implementation evaluation of an electronic health record-integrated consumer informatics tool that collects patient-generated contextual data	31
Evaluate the effect of virtual nurse-guided discharge education app on disease knowledge and symptom response in patients following coronary events	30
General Practitioners’ needs and wishes for clinical decision support Systems: A focus group study	30
Implementing privacy preserving record linkage: Insights from Australian use cases	30
Editorial Board	30
Impact of the COVID-19 pandemic on mHealth adoption: Identification of the main barriers through an international comparative analysis	30
Antecedents and consequences of shared decision making for patients with chronic kidney diseases: A cross-sectional survey	30
Clinician preferences for explainable AI in critical care: a comparative study of interpretable models and visualizations for intubation decision support	29
Tracking COPD exacerbation patterns and forecasting readmission risks utilizing electronic medical records	29
Using mobile phone-based text message to recruit representative samples: Assessment of a cross-sectional survey about the COVID-19 vaccine hesitation	29
Sensor-based prevention of falls and pressure ulcers: A scoping review	29
FRELSA: A dataset for frailty in elderly people originated from ELSA and evaluated through machine learning models	28
A time-incorporated SOFA score-based machine learning model for predicting mortality in critically ill patients: A multicenter, real-world study	28
An interpretable machine learning prognostic system for risk stratification in oropharyngeal cancer	28
Application of a human-centered design for embedded machine learning model to develop data labeling software with nurses: Human-to-Artificial Intelligence (H2AI)	28
Improvements in EHR usability during eleven years: Cross-sectional surveys on specialist physicians’ experiences in Finland	28
Vision transformer-based multimodal fusion network for classification of tumor malignancy on breast ultrasound: A retrospective multicenter study	28
Balancing readability and referencing in AI-generated patient education materials for spinal surgery	27
“It’s the future, come on!”: a think aloud study exploring clinicians’ use of knowledge-based AI decision support	27
Validity and reliability study of a free mobile app for assessing voiding habits	27
EHR-ML: A data-driven framework for designing machine learning applications with electronic health records	27
Recommendations of the International Medical Informatics Association (IMIA) on Education in Biomedical and Health Informatics: Second Revision	27
Alignment of two standard terminologies for dosage form: RxNorm from the National Library of Medicine for the United States and EDQM from the European Directorate for the Quality in Medicines and Heal	26
Evaluation of clinical named entity recognition methods for Serbian electronic health records	26
Development and validation of a risk prediction model and prediction tools for post-thrombotic syndrome in patients with lower limb deep vein thrombosis	26
Review of the research databases on population-based Registries of Unified electronic Healthcare system of Kazakhstan (UNEHS): Possibilities and limitations for epidemiological research and Real-World	26
Design, development, implementation, and evaluation of a severe drug–drug interaction alert system in the ICU: An analysis of acceptance and override rates	26
Validation of the advanced alert monitor in a Dutch hospital using local optimization and refinement of the outcome definition	26
Collecting health-related research data using consumer-based wireless smart scales	26
Exploring patient-centered design solutions of a telehealth app for HIV − A qualitative study	26
Validity of a novel web application for measuring active range of motion and its reliability as a self-measurement method in telerehabilitation	25
Regression discontinuity in Time: Evaluating the impact of evolving digital health interventions	25
The performance of ChatGPT and ERNIE Bot in surgical resident examinations	25
Technology for fast-tracking high-risk head and neck cancer referrals: Co-designing with patients	25
Automated Flow and local LLM-Driven clinical Context Engineering: Precision colorectal cancer recurrence registry	25
Using large language models as decision support tools in emergency ophthalmology	25
A systematic review of the value of clinical decision support systems in the prescription of antidiabetic drugs	25
The evaluation of health recommender systems: A scoping review	24
A systematic review and proposed framework for sustainable learning healthcare systems	24
External validation and application of risk prediction model for ventilator–associated pneumonia in ICU patients with mechanical ventilation: A prospective cohort study	24
Artificial intelligence in tobacco control: A systematic scoping review of applications, challenges, and ethical implications	24
Enhancing qualitative research through virtual focus groups and artificial intelligence: A review	24
Development and validation of explainable machine learning models for female hip osteoporosis using electronic health records	24
Development and validation of a clinical decision support system to prevent anticoagulant duplications	23
Comparative performance of intensive care mortality prediction models based on manually curated versus automatically extracted electronic health record data	23
Impact of patients’ personality traits on digital health Adoption Strategies for family practices	23
Enhancing healthcare worker mental health via artificial intelligence-driven work process improvements: a scoping review	23
Deep learning algorithms to assist in imaging diagnosis in individuals with disc herniation or spondylolisthesis: A scoping review	23
Semantic segmentation of bone structures in chest X-rays including unhealthy radiographs: A robust and accurate approach	23
Electronic-PRO Measures for adverse events Of Treatment In ONcology (E-PROMOTION)	23
Data protection and information security in biomedical research: A sequential explanatory mixed study	23
Digital health education in Australian universities: Trends, gaps, and future directions	23
Pathologist-level diagnosis of ulcerative colitis inflammatory activity level using an automated histological grading method	23
Enhancing stroke recovery assessment: A machine learning approach to real-world hand function analysis	23
An interpretable machine learning scoring tool for estimating time to recurrence readmissions in stroke patients	23
Machine learning applied to electronic health record data in home healthcare: A scoping review	23
IBDAIM:Artificial intelligence for analyzing intestinal biopsies pathological images for assisted integrated diagnostic of inflammatory bowel disease	23
Effect and usability of mobile health applications for medication adherence in patients with heart failure: A systematic review	22
Automated standardization and harmonization of laboratory units in large-scale clinical data using open-source R functions	22
Enhancing security in patient medical information exchange: A qualitative study	22
Assessment of machine learning algorithms in national data to classify the risk of self-harm among young adults in hospital: A retrospective study	22
Interpretable machine learning-based prediction of liver metastasis risk in elderly patients with small cell lung Cancer: A study based on the SEER database and external validation in a Chinese cohort	22
Artificial intelligence (AI) in the medical consultation: Friend or foe?	22
Opportunities for standardization in emergency scenarios in the European Union	22
Machine learning for site risk prediction in clinical trials: development, external validation, and operational application in site qualification	22
Utilizing online reviews for analyzing digital healthcare consultation services: Examining perspectives of both healthcare customers and healthcare professionals	21
An evidence synthesis on perioperative Handoffs: A call for balanced sociotechnical solutions	21
Generative artificial intelligence as a source of advice on resuscitation and first aid for laypeople: A scoping review	21
Editorial Board	21
Multi-class classification model for psychiatric disorder discrimination	21
Performance and improvement strategies for adapting generative large language models for electronic health record applications: A systematic review	21
Machine learning in colorectal cancer prediction and diagnosis: a systematic review of models' performance	21
OptimCLM: Optimizing clinical language models for predicting patient outcomes via knowledge distillation, pruning and quantization	21
The effect of Computerised Physician Order Entry on prescribing errors: An interrupted time-series study at a secondary referral hospital in Australia	21
Adoption and use of various health information exchange methods for sending inside health information in US hospitals	20
Applying computer text mining algorithms for oversampling tumor mutation status in medical records for the NCI Patterns of Care studies	20

Editorial Board	20
Healthbots for conducting clinical screening and remote monitoring with patient mood assessment: A scoping review	20
Decoding the black box: Explainable AI (XAI) for cancer diagnosis, prognosis, and treatment planning-A state-of-the art systematic review	20
Strengthening capacities of multidisciplinary professionals to apply data science in public health: Experience of an international graduate diploma program in Peru	20
Editorial Board	20
Development and external validation of interpretable machine learning models for personalized multiple treatment recommendations in non-small cell lung cancer	20
Acceptability and applicability of biometric iris scanning for the identification and follow up of highly mobile research participants living in fishing communities along the shores of Lake Victoria i	20
Advancing cancer data collection: ICD-11 implementation in European oncology and cancer registries	19
Correspondence: Generative artificial intelligence in healthcare	19
Development, evaluation and validation of machine learning models to predict hospitalizations of patients with coronary artery disease within the next 12 months	19
Utilizing artificial intelligence and cellular population data for timely identification of bacteremia in hospitalized patients	19
Validation and usability study of the framework for a user needs-centered mHealth app selection	19
Educational interventions and their effects on healthcare professionals’ digital competence development: A systematic review	18
Investigating the impact of sociodemographic factors on training efficacy and its correlation with technology usability in older adults: Lessons learned in Italian and Murcian pilots	18
A systematic review on classification and assessment of surgical skill levels for simulation-based training programs	18
Assessing the accuracy and reliability of ChatGPT’s medical responses about thyroid cancer	18
Is it safe to learn about vital pulp capping from YouTube™ videos? A content and quality analysis	18
Predicting intubation for intensive care units patients: A deep learning approach to improve patient management	18
Machine learning for prediction of viral hepatitis: A systematic review and meta-analysis	18
Effectiveness of computerized decision support systems linked to electronic health records: An updated systematic review with meta-analysis	18
Letter to the Editor: Raising the Bar for robust and responsible medical AI	18
Efficacy of telehealth in integrated chronic disease management for older, multimorbid adults with heart failure: A systematic review	18
A deep learning model for QRS delineation in organized rhythms during in-hospital cardiac arrest	18
The accuracy of machine learning approaches using non-image data for the prediction of COVID-19: A meta-analysis	18
Quantifying work patterns of health professionals: A narrative review of studies using the Work Observation Method By Activity Timing (WOMBAT)	18
An empirical study on factors influencing consumers’ motivation towards teleconsultation system use. A preliminary report about the Sehha application from Saudi Arabia	18
A hybrid model to identify fall occurrence from electronic health records	18
Virtual physical examination in teleconsultation: A scoping review	17
Corrigendum to “Management of digital competence sharing in healthcare: Exploring managers’ self-assessment and associated factors in a cross-sectional study” [Int. J. Med. Inform. 211 (2026) 106357]	17
Enhancing readmission prediction model in older stroke patients by integrating insight from readiness for hospital discharge: Prospective cohort study	17
The viewpoints of parents of children with mental disorders regarding the confidentiality and security of their children’s information in the Iranian national electronic health record system	17
Smart data-driven medical decisions through collective and individual anomaly detection in healthcare time series	17
The relationship between e-health literacy and information technology acceptance, and the willingness to share personal and health information among pregnant women	17
Evaluating the efficacy of digital otoscopes in rural pediatric otitis media diagnosis: A comparative study of general practitioners and ENT specialists	16
Ethical aspects and user preferences in applying machine learning to adjust eHealth addressing substance use: A mixed-methods study	16
Building health service management workforce capacity in the era of health informatics and digital health – A scoping review	16
Machine learning approaches to predicting medication nonadherence: a scoping review	16
One Size Fits None. How can we do better? using patient reported experience measure findings to drive local quality improvement across wards in a large Australian metropolitan hospital	16
Predicting abnormal C-reactive protein level for improving utilization by deep neural network model	16
A scoping review of mobile apps for use with palliative patients in the context of home care	16
In memory of Dr. Virginia K. Saba EdD, DS, RN, FAAN, FACMI nursing Informatics pioneer	16
Usability of information systems: Experiences of outpatient physicians, outpatient nurses, and open care social welfare professionals from three large cross-sectional surveys in Finland	16
Predictive analysis on the factors associated with birth Outcomes: A machine learning perspective	16
Comparing physician and large language model responses to influenza patient questions in the online health community	16
Medical informatics and digital health multilingual ontology (MIMO): A tool to improve international collaborations	16
Using natural language processing to identify opioid use disorder in electronic health record data	16
Healthcare 5.0: A secure and distributed network for system informatics in medical surgery	16
A topic modeling analysis of stigma dimensions, social, and related behavioral circumstances in clinical notes among patients with HIV	16
The use and role of digital technology in learning health systems: A scoping review	16
Machine learning predicts scarring progression in lichen planopilaris: A multidimensional model integrating trichoscopy, vitamin D, and diagnostic timelines	16
Assessing metabolic risk factors for psychiatric patients: An IT-supported task shift from physician to pharmacist	16
Exploring Multimorbidity Patterns in older hospitalized Norwegian patients using Network Analysis modularity	16
Development of an interpretable machine learning model for predicting 4-year chronic kidney disease risk in elderly hypertensive patients	16
Predictive analytics support for complex chronic medical conditions: An experience-based co-design study of physician managers’ needs and preferences	16
Towards reliable forecasting of healthcare capacity needs: A scoping review and evidence mapping	16
Enhancing leukemia detection in medical imaging using deep transfer learning	16
Commentary on “Towards practical federated learning and evaluation for medical prediction models”	16
Large language models versus healthcare professionals in providing medical information to patient questions: A systematic review	16
The impact of an electronic alert to reduce the risk of co-prescription of low molecular weight heparins and direct oral anticoagulants	16
Reproducing real-world clinical prediction models using the DIVE platform: A comparative validation study across three chronic diseases	16
Editorial Board	16
Impact of AI recommendation correctness on diagnostic accuracy in clinical decision-making	15
Key interoperability Factors for patient portals and Electronic health Records: A scoping review	15
Towards secure and trusted AI in healthcare: A systematic review of emerging innovations and ethical challenges	15
Exploring and analysing 3D and 4D camera based markerless technologies for human body anthropometrics in healthy individuals: a systematic review	15
Enhancing MMR vaccination surveillance in England: Comparing and contrasting new individual-level and existing aggregate data sources	15
Interpretable machine learning model for prediction functional cure in chronic hepatitis B patients receiving Peg-IFN therapy: A multi-center study	15
Quality review and content analysis of liver complications mobile apps in Iran: A statistical and machine learning approach	15
Artificial intelligence for mortality risk stratification in septic shock: A systematic review and meta-analysis	15
Evaluation of stacked ensemble model performance to predict clinical outcomes: A COVID-19 study	15
Editorial Board	15
What physical examinations are observed during an in-person GP consultation? Automatic extraction using a text-based approach	15
Topic modeling and sentiment analysis of Greek clinician–patient conversations in hematologic malignancies	15
Polygenic risk score comparator (PRScomp): Test population vs. worldwide populations	15
Beyond explainability: Introducing shared reasoning fragility	15
Clinical named entity recognition and relation extraction using natural language processing of medical free text: A systematic review	15
A roadmap for federated learning projects using health data to guide sustainable artificial intelligence development in the European Union	15
Identifying potential medical aid beneficiaries using machine learning: A Korean Nationwide cohort study	15
Allied health professionals’ experiences and lessons learned in response to a big bang electronic medical record implementation: A prospective observational study	15
Obstacle and the medium: a leadership compass for digital health strategy	15
Predicting medical specialty from text based on a domain-specific pre-trained BERT	14
Cybersecurity and critical care staff: A mixed methods study	14
Transforming fatigue assessment: Smartphone-based system with digitized motor skill tests	14
Deep representation learning from electronic medical records identifies distinct symptom based subtypes and progression patterns for COVID-19 prognosis	14
Artificial intelligence-enabled obesity prediction: A systematic review of cohort data analysis	14
Ensemble machine learning for early mortality risk stratification in septic orthopedic trauma: an international cohort study	14
Human in the loop artificial intelligence in healthcare: applications, outcomes, and implementation challenges	14
*Correspondence on “Large language models can support generation of standardized discharge summaries − A retrospective study utilizing ChatGPT-4 and electronic health records”	14
Effects of a home care community-dwelling intervention on cognition, mental health, loneliness and quality of life in elder people: The VERA study	14
An AI-Assisted Adaptive Boolean Rubric for exercise prescription evaluation: A pilot validation study	14
Enhancing AI for citation screening in literature reviews: Improving accuracy with ensemble models	14
Development and validation of a bleeding risk model for off-pump coronary artery bypass grafting: a multi-center retrospective cohort study	14
Effects of telemedicine-based follow-up management on adults with obstructive sleep apnea: A systematic review and meta-analysis	14
Evaluating the effects of mobile application-based rehabilitation on improving disability and pain in patients with disputed thoracic outlet syndrome: A randomized controlled trial	14
A machine-learning-based algorithm for bone marrow cell differential counting	14