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	309
Editorial Board	219
Understanding healthcare providers’ electronic health record (EHR) interface preferences via conjoint analysis	194
Bioengineering and medical informatics education in MD programs: perspectives from three Italian experiences	146
Optimising interruptive clinical decision support alerts for antithrombotic duplicate prescribing in hospital	119
Research related to the diagnosis of prostate cancer based on machine learning medical images: A review	107
Towards a Multi-Stakeholder process for developing responsible AI governance in consumer health	92
Development and evaluation of a retrieval-augmented large language model framework for enhancing endodontic education	90
Hybridized artificial intelligence system for reducing neonatal mortality in Nigeria	86
Machine learning identification of factors associated with exclusive breastfeeding in Brazilian infants: Cross-sectional analysis of the ENANI-2019 survey	84
Development of a machine learning-based prognostic model for survival prediction in patients with lung cancer brain metastases using multicenter clinical data	81
A randomized control trial of a virtual reality learning environment in obstetric medical student teaching	78
Implementation and evaluation of an additional GPT-4-based reviewer in PRISMA-based medical systematic literature reviews	73
How people interact with a chatbot against disinformation and fake news in COVID-19 in Brazil: The CoronaAI case	71
Prioritising digital health technologies in Australian community pharmacy: a delphi study identifying barriers, enablers, and policy implications for implementation	69
Comment on “Medication-based mortality prediction in COPD using machine learning and conventional statistical methods”	66
Analysis of missing data in electronic health records of people with diabetes in primary care in Spain: A population-based cohort study	64
Ambulance dispatch prioritisation for traffic crashes using machine learning: A natural language approach	64
Renal health: Evaluation of the spontaneous use of a new m-health technology and validation of its content to support patients undergoing peritoneal dialysis	63
AI-assisted literature screening: A hybrid approach using large language models and retrieval-augmented generation	62
Advantages and challenges of tracking st-segment elevation myocardial infarction patients with a real-time dashboard: A single-centre experience	61
A real-time web-based telemedicine framework based on AI and IoMT for emergency triage and initial diagnostics: the TeleMedQuick solution	59
Factors impacting the adoption of big data in healthcare: A systematic literature review	56
Public comprehension of privacy protections applied to health data shared for research: An Australian cross-sectional study	56
De-identification of clinical data: A systematic review of free text, image and tabular data approaches	55

Editorial Board	54
Emotions of scepticism, trust, and security within the acceptance of telemedical applications	54
Sustainable value generation from digital health investments: lessons from EU-funded projects preceding the European health data space	54
Integrating interprofessional electronic medical record teaching in preregistration healthcare degrees: A case study	53
Security practices and insider threats in Spanish healthcare centers: a survey-based risk assessment	53
An evaluation of existing text de-identification tools for use with patient progress notes from Australian general practice	52
Design and deployment of ODISEA, an application for the myOcarDial infarction SafEtytrAnsfer of patients	52
Editorial Board	50
Analysis and prediction of long-term survival using a clinically applicable risk score based on the Electronic Health Record	50
Applications of artificial intelligence-based conversational agents in healthcare: A systematic umbrella review	50
Deep Learning-based detection of psychiatric attributes from German mental health records	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	47
A usability evaluation of the perceived user friendliness, accessibility, and inclusiveness of a personalized digital care pathway tool	46
Digital tools/eHealth to support CKD self-management: A qualitative study of perceptions, attitudes and needs of patients and health care professionals in China	46
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	46
Adverse drug reaction reporting via mobile applications: A narrative review	44
A competency framework for Ph.D. programs in health information management	44
Evaluation of the quality of oral hygiene mobile apps for children using the mobile app rating scale	43
Improved immune algorithm for sudden cardiac death first aid drones site selection	43
Feelings behind words: A systematic review on how effective IS NLP-based assessment for mental health diagnosis in human studies	42
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]	42
Can I trust my fake data – A comprehensive quality assessment framework for synthetic tabular data in healthcare	41
A vision transformer-convolutional neural network framework for decision-transparent dual-energy X-ray absorptiometry recommendations using chest low-dose CT	41
Using a statewide health information exchange to enhance COVID research and surveillance: The impact of information fragmentation	40
A text analytics approach for mining public discussions in online cancer forum: Analysis of multi-intent lung cancer treatment dataset	40
Mobile mental health application use, and app feature preferences among individuals with mental disorders in Ethiopia: A cross-sectional survey	39
Development and validation of the mHealth Apps Rating Inventory (mARI): A comprehensive tool for assessing the quality of mobile health applications	39
Using machine learning models to predict falls in hospitalised adults	38
Advancing healthcare with large language models: A scoping review of applications and future directions	38
Artificial intelligence generated visual communication improves comprehension and adherence in cervical cancer screening: a randomized controlled study	38
Artificial intelligence-based snakebite identification using snake images, snakebite wound images, and other modalities of information: A systematic review	38
Physician eye contact in telemedicine video consultations: A cross-cultural experiment	38
Biases in using social media data for public health surveillance: A scoping review	38
Current evidence and future directions of metrics used to evaluate ambient clinical documentation: A scoping review	36
Improving the quality of nursing care through standardized nursing languages: Call to action across European countries	36
External validation of risk prediction model for gestational diabetes: Individual participant data meta-analysis of randomized trials	35
hART: Deep learning-informed lifespan heart failure risk trajectories	35
Explainability and uncertainty: Two sides of the same coin for enhancing the interpretability of deep learning models in healthcare	35
Nutritional and lifestyle predictors of rectal bleeding in functional constipation: A machine learning approach	34
Lived experiences of health professionals using digital health in Australian aged care: A scoping review	34
FRELSA: A dataset for frailty in elderly people originated from ELSA and evaluated through machine learning models	34
MedARC: Adaptive multi-agent refinement and collaboration for enhanced medical reasoning in large language models	34
Recommendations of the International Medical Informatics Association (IMIA) on Education in Biomedical and Health Informatics: Second Revision	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	32
EHR-ML: A data-driven framework for designing machine learning applications with electronic health records	32
Performance analysis of machine learning algorithms and screening formulae for	32
An interpretable machine learning prognostic system for risk stratification in oropharyngeal cancer	32
Risk prediction of arrhythmia after percutaneous coronary intervention in patients with acute coronary syndrome: A systematic review and meta-analysis	31
Corrigendum to “Brain health scores to predict neurological outcomes from electronic health records” [Int. J. Med. Inform. (2023) 105270]	31

Editorial Board	31
Developing a multi-label learning model to predict major adverse cardiovascular events in patients with unstable angina pectoris: A prospective cohort study	30
Balancing readability and referencing in AI-generated patient education materials for spinal surgery	30
Real-world implementation evaluation of an electronic health record-integrated consumer informatics tool that collects patient-generated contextual data	30
A multilayered graph-based framework to explore behavioural phenomena in social media conversations	30
Physicians' perceptions of electronic prescribing of controlled medications in the West Bank, Palestine: A pre-implementation assessment	30
Implications of use of different intraoperative ultrasound modalities during glioma surgery – A comparative study of factors affecting outcomes	30
Editorial Board	30
General Practitioners’ needs and wishes for clinical decision support Systems: A focus group study	29
Editorial Board	29
Validity and reliability study of a free mobile app for assessing voiding habits	29
Clinician preferences for explainable AI in critical care: a comparative study of interpretable models and visualizations for intubation decision support	29
Antecedents and consequences of shared decision making for patients with chronic kidney diseases: A cross-sectional survey	29
Sensor-based prevention of falls and pressure ulcers: A scoping review	28
Impact of the COVID-19 pandemic on mHealth adoption: Identification of the main barriers through an international comparative analysis	28
Evaluate the effect of virtual nurse-guided discharge education app on disease knowledge and symptom response in patients following coronary events	28
Tracking COPD exacerbation patterns and forecasting readmission risks utilizing electronic medical records	28
Using mobile phone-based text message to recruit representative samples: Assessment of a cross-sectional survey about the COVID-19 vaccine hesitation	27
Application of a human-centered design for embedded machine learning model to develop data labeling software with nurses: Human-to-Artificial Intelligence (H2AI)	27
A time-incorporated SOFA score-based machine learning model for predicting mortality in critically ill patients: A multicenter, real-world study	27
Vision transformer-based multimodal fusion network for classification of tumor malignancy on breast ultrasound: A retrospective multicenter study	27
Design, development, implementation, and evaluation of a severe drug–drug interaction alert system in the ICU: An analysis of acceptance and override rates	26
Implementing privacy preserving record linkage: Insights from Australian use cases	26
Editorial Board	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
Development and validation of a risk prediction model and prediction tools for post-thrombotic syndrome in patients with lower limb deep vein thrombosis	26
Development and validation of explainable machine learning models for female hip osteoporosis using electronic health records	25
External validation and application of risk prediction model for ventilator–associated pneumonia in ICU patients with mechanical ventilation: A prospective cohort study	25
Artificial intelligence in tobacco control: A systematic scoping review of applications, challenges, and ethical implications	25
“It’s the future, come on!”: a think aloud study exploring clinicians’ use of knowledge-based AI decision support	25
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	25
The performance of ChatGPT and ERNIE Bot in surgical resident examinations	25
Regression discontinuity in Time: Evaluating the impact of evolving digital health interventions	24
A systematic review of the value of clinical decision support systems in the prescription of antidiabetic drugs	24
Exploring patient-centered design solutions of a telehealth app for HIV − A qualitative study	24
Enhancing qualitative research through virtual focus groups and artificial intelligence: A review	24
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	24
A systematic review and proposed framework for sustainable learning healthcare systems	24
The evaluation of health recommender systems: A scoping review	24
Evaluation of clinical named entity recognition methods for Serbian electronic health records	24
A novel multivariable time series prediction model for acute kidney injury in general hospitalization	24
Using large language models as decision support tools in emergency ophthalmology	23
Development and validation of a clinical decision support system to prevent anticoagulant duplications	23
Opportunities for standardization in emergency scenarios in the European Union	23
Artificial intelligence (AI) in the medical consultation: Friend or foe?	23
Pathologist-level diagnosis of ulcerative colitis inflammatory activity level using an automated histological grading method	23
Generative artificial intelligence as a source of advice on resuscitation and first aid for laypeople: A scoping review	23
Comparative performance of intensive care mortality prediction models based on manually curated versus automatically extracted electronic health record data	23
Technology for fast-tracking high-risk head and neck cancer referrals: Co-designing with patients	23
Data protection and information security in biomedical research: A sequential explanatory mixed study	23
Electronic-PRO Measures for adverse events Of Treatment In ONcology (E-PROMOTION)	23
An interpretable machine learning scoring tool for estimating time to recurrence readmissions in stroke patients	22
Impact of patients’ personality traits on digital health Adoption Strategies for family practices	22
Digital health education in Australian universities: Trends, gaps, and future directions	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
Machine learning for site risk prediction in clinical trials: development, external validation, and operational application in site qualification	22
The effect of Computerised Physician Order Entry on prescribing errors: An interrupted time-series study at a secondary referral hospital in Australia	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
Deep learning algorithms to assist in imaging diagnosis in individuals with disc herniation or spondylolisthesis: A scoping review	22
OptimCLM: Optimizing clinical language models for predicting patient outcomes via knowledge distillation, pruning and quantization	21
Semantic segmentation of bone structures in chest X-rays including unhealthy radiographs: A robust and accurate approach	21
IBDAIM:Artificial intelligence for analyzing intestinal biopsies pathological images for assisted integrated diagnostic of inflammatory bowel disease	21
Healthbots for conducting clinical screening and remote monitoring with patient mood assessment: A scoping review	21
Machine learning algorithms to classify self-harm behaviours in New South Wales Ambulance electronic medical records: A retrospective study	21
Enhancing healthcare worker mental health via artificial intelligence-driven work process improvements: a scoping review	21
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	21
Enhancing stroke recovery assessment: A machine learning approach to real-world hand function analysis	21
Effect and usability of mobile health applications for medication adherence in patients with heart failure: A systematic review	21
An evidence synthesis on perioperative Handoffs: A call for balanced sociotechnical solutions	20
Decoding the black box: Explainable AI (XAI) for cancer diagnosis, prognosis, and treatment planning-A state-of-the art systematic review	20
Editorial Board	20
Editorial Board	20
Machine learning in colorectal cancer prediction and diagnosis: a systematic review of models' performance	20
Machine learning applied to electronic health record data in home healthcare: A scoping review	20
Performance and improvement strategies for adapting generative large language models for electronic health record applications: A systematic review	20
Utilizing online reviews for analyzing digital healthcare consultation services: Examining perspectives of both healthcare customers and healthcare professionals	20
Multi-class classification model for psychiatric disorder discrimination	20
The accuracy of machine learning approaches using non-image data for the prediction of COVID-19: A meta-analysis	19

Validation and usability study of the framework for a user needs-centered mHealth app selection	19
Adoption and use of various health information exchange methods for sending inside health information in US hospitals	19
Development and external validation of interpretable machine learning models for personalized multiple treatment recommendations in non-small cell lung cancer	19
Applying computer text mining algorithms for oversampling tumor mutation status in medical records for the NCI Patterns of Care studies	19
Quantifying work patterns of health professionals: A narrative review of studies using the Work Observation Method By Activity Timing (WOMBAT)	19
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	19
Letter to the Editor: Raising the Bar for robust and responsible medical AI	19
Predicting intubation for intensive care units patients: A deep learning approach to improve patient management	19
Enhancing readmission prediction model in older stroke patients by integrating insight from readiness for hospital discharge: Prospective cohort study	19
Editorial Board	19
Effectiveness of computerized decision support systems linked to electronic health records: An updated systematic review with meta-analysis	18
Utilizing artificial intelligence and cellular population data for timely identification of bacteremia in hospitalized patients	18
Strengthening capacities of multidisciplinary professionals to apply data science in public health: Experience of an international graduate diploma program in Peru	18
Efficacy of telehealth in integrated chronic disease management for older, multimorbid adults with heart failure: A systematic review	18
Is it safe to learn about vital pulp capping from YouTube™ videos? A content and quality analysis	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
Advancing cancer data collection: ICD-11 implementation in European oncology and cancer registries	18
An empirical study on factors influencing consumers’ motivation towards teleconsultation system use. A preliminary report about the Sehha application from Saudi Arabia	18
Correspondence: Generative artificial intelligence in healthcare	18
Development, evaluation and validation of machine learning models to predict hospitalizations of patients with coronary artery disease within the next 12 months	18
A hybrid model to identify fall occurrence from electronic health records	18
Machine learning for prediction of viral hepatitis: A systematic review and meta-analysis	18
A deep learning model for QRS delineation in organized rhythms during in-hospital cardiac arrest	18
Smart data-driven medical decisions through collective and individual anomaly detection in healthcare time series	17
Reproducing real-world clinical prediction models using the DIVE platform: A comparative validation study across three chronic diseases	17
Educational interventions and their effects on healthcare professionals’ digital competence development: A systematic review	17
Virtual physical examination in teleconsultation: A scoping review	17
Assessing metabolic risk factors for psychiatric patients: An IT-supported task shift from physician to pharmacist	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
Assessing the accuracy and reliability of ChatGPT’s medical responses about thyroid cancer	17
The relationship between e-health literacy and information technology acceptance, and the willingness to share personal and health information among pregnant women	17
Usability of information systems: Experiences of outpatient physicians, outpatient nurses, and open care social welfare professionals from three large cross-sectional surveys in Finland	17
A systematic review on classification and assessment of surgical skill levels for simulation-based training programs	17
Exploring Multimorbidity Patterns in older hospitalized Norwegian patients using Network Analysis modularity	16
The impact of an electronic alert to reduce the risk of co-prescription of low molecular weight heparins and direct oral anticoagulants	16
Healthcare 5.0: A secure and distributed network for system informatics in medical surgery	16
Artificial intelligence for mortality risk stratification in septic shock: A systematic review and meta-analysis	16
Predictive analysis on the factors associated with birth Outcomes: A machine learning perspective	16
Enhancing leukemia detection in medical imaging using deep transfer learning	16
In memory of Dr. Virginia K. Saba EdD, DS, RN, FAAN, FACMI nursing Informatics pioneer	16
The use and role of digital technology in learning health systems: A scoping review	16
Large language models versus healthcare professionals in providing medical information to patient questions: A systematic review	16
Beyond explainability: Introducing shared reasoning fragility	16
Key interoperability Factors for patient portals and Electronic health Records: A scoping review	16
Predicting abnormal C-reactive protein level for improving utilization by deep neural network model	16
Towards reliable forecasting of healthcare capacity needs: A scoping review and evidence mapping	16
Editorial Board	16
A scoping review of mobile apps for use with palliative patients in the context of home care	16
A topic modeling analysis of stigma dimensions, social, and related behavioral circumstances in clinical notes among patients with HIV	16
Machine learning predicts scarring progression in lichen planopilaris: A multidimensional model integrating trichoscopy, vitamin D, and diagnostic timelines	16
Ethical aspects and user preferences in applying machine learning to adjust eHealth addressing substance use: A mixed-methods study	16
Commentary on “Towards practical federated learning and evaluation for medical prediction models”	16
Interpretable machine learning model for prediction functional cure in chronic hepatitis B patients receiving Peg-IFN therapy: A multi-center study	15
Towards secure and trusted AI in healthcare: A systematic review of emerging innovations and ethical challenges	15
Clinical named entity recognition and relation extraction using natural language processing of medical free text: A systematic review	15
Impact of AI recommendation correctness on diagnostic accuracy in clinical decision-making	15
A roadmap for federated learning projects using health data to guide sustainable artificial intelligence development in the European Union	15
Building health service management workforce capacity in the era of health informatics and digital health – A scoping review	15
Using natural language processing to identify opioid use disorder in electronic health record data	15
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	15
Topic modeling and sentiment analysis of Greek clinician–patient conversations in hematologic malignancies	15
Evaluating the effects of mobile application-based rehabilitation on improving disability and pain in patients with disputed thoracic outlet syndrome: A randomized controlled trial	15
Editorial Board	15
Comparing physician and large language model responses to influenza patient questions in the online health community	15
Predictive analytics support for complex chronic medical conditions: An experience-based co-design study of physician managers’ needs and preferences	15
Machine learning approaches to predicting medication nonadherence: a scoping review	15
Evaluating the efficacy of digital otoscopes in rural pediatric otitis media diagnosis: A comparative study of general practitioners and ENT specialists	15
Predicting medical specialty from text based on a domain-specific pre-trained BERT	15
Active learning for extracting rare adverse events from electronic health records: A study in pediatric cardiology	15
Quality review and content analysis of liver complications mobile apps in Iran: A statistical and machine learning approach	15
Medical informatics and digital health multilingual ontology (MIMO): A tool to improve international collaborations	15
Development of an interpretable machine learning model for predicting 4-year chronic kidney disease risk in elderly hypertensive patients	15
Evaluation of stacked ensemble model performance to predict clinical outcomes: A COVID-19 study	15
Exploring and analysing 3D and 4D camera based markerless technologies for human body anthropometrics in healthy individuals: a systematic review	15
Usability testing of the Philippine Electronic National Newborn Hearing Screening Registry (ENNHSR)	14
What physical examinations are observed during an in-person GP consultation? Automatic extraction using a text-based approach	14
Artificial intelligence-enabled obesity prediction: A systematic review of cohort data analysis	14
*Correspondence on “Large language models can support generation of standardized discharge summaries − A retrospective study utilizing ChatGPT-4 and electronic health records”	14
Enhancing AI for citation screening in literature reviews: Improving accuracy with ensemble models	14
Ensemble machine learning for early mortality risk stratification in septic orthopedic trauma: an international cohort study	14
Allied health professionals’ experiences and lessons learned in response to a big bang electronic medical record implementation: A prospective observational study	14
Enhancing MMR vaccination surveillance in England: Comparing and contrasting new individual-level and existing aggregate data sources	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
Ontology accelerates few-shot learning capability of large language model: A study in extraction of drug efficacy in a rare pediatric epilepsy	14
Few-shot learning and explainable AI for colon cancer histopathology: A prototypical network with multi-technique interpretability	14
Development and validation of a bleeding risk model for off-pump coronary artery bypass grafting: a multi-center retrospective cohort study	14
An AI-Assisted Adaptive Boolean Rubric for exercise prescription evaluation: A pilot validation study	14
Identifying potential medical aid beneficiaries using machine learning: A Korean Nationwide cohort study	14
Polygenic risk score comparator (PRScomp): Test population vs. worldwide populations	14
A machine-learning-based algorithm for bone marrow cell differential counting	14
Transforming fatigue assessment: Smartphone-based system with digitized motor skill tests	14
Patient portal use: Persistent disparities from pre- to post-onset of the COVID-19 pandemic	14
Medication-based mortality prediction in COPD using machine learning and conventional statistical methods	14
Public value and digital health: The example of guiding values in the national digital health strategy of France	14
Identifying episodes of care in hospital admissions data for measures of disease burden: A tutorial and protocol for individual-level data analysis	14