International Journal of Medical Informatics

Article	Citations
Editorial Board	348
Comment on “Medication-based mortality prediction in COPD using machine learning and conventional statistical methods”	211
Understanding healthcare providers’ electronic health record (EHR) interface preferences via conjoint analysis	147
Bioengineering and medical informatics education in MD programs: perspectives from three Italian experiences	134
Hybridized artificial intelligence system for reducing neonatal mortality in Nigeria	119
Optimising interruptive clinical decision support alerts for antithrombotic duplicate prescribing in hospital	113
Advantages and challenges of tracking st-segment elevation myocardial infarction patients with a real-time dashboard: A single-centre experience	103
Research related to the diagnosis of prostate cancer based on machine learning medical images: A review	94
Development of a machine learning-based prognostic model for survival prediction in patients with lung cancer brain metastases using multicenter clinical data	90
Public comprehension of privacy protections applied to health data shared for research: An Australian cross-sectional study	88
Factors impacting the adoption of big data in healthcare: A systematic literature review	83
Emotions of scepticism, trust, and security within the acceptance of telemedical applications	83
Editorial Board	81
How people interact with a chatbot against disinformation and fake news in COVID-19 in Brazil: The CoronaAI case	79
Letters to Editor: Refining DL for rectal cancer downstaging	70
Editorial Board	70
Prioritising digital health technologies in Australian community pharmacy: a delphi study identifying barriers, enablers, and policy implications for implementation	70
Towards a Multi-Stakeholder process for developing responsible AI governance in consumer health	68
Machine learning identification of factors associated with exclusive breastfeeding in Brazilian infants: Cross-sectional analysis of the ENANI-2019 survey	67
Artificial intelligence in gastroenterology clinical practice: Scoping review of large language model applications	64
Analysis of missing data in electronic health records of people with diabetes in primary care in Spain: A population-based cohort study	63
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
Fuzzy logic in respiratory medicine: a systematic review of predictive and diagnostic applications	62
De-identification of clinical data: A systematic review of free text, image and tabular data approaches	62
A real-time web-based telemedicine framework based on AI and IoMT for emergency triage and initial diagnostics: the TeleMedQuick solution	60

Ophthalmic care may not align with patient need: An analysis on state-wide patient needs and provider density between 2008 and 2022	59
Development and evaluation of a retrieval-augmented large language model framework for enhancing endodontic education	58
AI-assisted literature screening: A hybrid approach using large language models and retrieval-augmented generation	57
Ambulance dispatch prioritisation for traffic crashes using machine learning: A natural language approach	57
Sustainable value generation from digital health investments: lessons from EU-funded projects preceding the European health data space	56
Implementation and evaluation of an additional GPT-4-based reviewer in PRISMA-based medical systematic literature reviews	56
A randomized control trial of a virtual reality learning environment in obstetric medical student teaching	56
Design and deployment of ODISEA, an application for the myOcarDial infarction SafEtytrAnsfer of patients	56
Analysis and prediction of long-term survival using a clinically applicable risk score based on the Electronic Health Record	54
Editorial Board	52
A text analytics approach for mining public discussions in online cancer forum: Analysis of multi-intent lung cancer treatment dataset	52
Inclusive safeguards for predictive resilience models in medical education	51
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	49
Development and validation of the mHealth Apps Rating Inventory (mARI): A comprehensive tool for assessing the quality of mobile health applications	48
Evaluation of the quality of oral hygiene mobile apps for children using the mobile app rating scale	48
A usability evaluation of the perceived user friendliness, accessibility, and inclusiveness of a personalized digital care pathway tool	48
Improving the quality of nursing care through standardized nursing languages: Call to action across European countries	47
Security practices and insider threats in Spanish healthcare centers: a survey-based risk assessment	47
Feelings behind words: A systematic review on how effective IS NLP-based assessment for mental health diagnosis in human studies	46
An evaluation of existing text de-identification tools for use with patient progress notes from Australian general practice	46
Integrating interprofessional electronic medical record teaching in preregistration healthcare degrees: A case study	43
Adverse drug reaction reporting via mobile applications: A narrative review	43
hART: Deep learning-informed lifespan heart failure risk trajectories	43
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]	43
Artificial intelligence-based snakebite identification using snake images, snakebite wound images, and other modalities of information: A systematic review	42
Improved immune algorithm for sudden cardiac death first aid drones site selection	41
Using a statewide health information exchange to enhance COVID research and surveillance: The impact of information fragmentation	41
Development and validation of an eye-tracking-based cognitive impairment screening system for older adults in China: a cross-sectional study	40
Integration of deep learning and radiomic features from multiplex immunohistochemistry images for reproducible Multi-Outcome prediction in a Multi-Center study of colorectal cancer	40
Evolution of artificial intelligence at Hospital Italiano de Buenos Aires: A retrospective review of experience and lessons learned	40
A competency framework for Ph.D. programs in health information management	40
Mobile mental health application use, and app feature preferences among individuals with mental disorders in Ethiopia: A cross-sectional survey	39
Biases in using social media data for public health surveillance: A scoping review	39
Digital tools/eHealth to support CKD self-management: A qualitative study of perceptions, attitudes and needs of patients and health care professionals in China	39
Using machine learning models to predict falls in hospitalised adults	39
Can I trust my fake data – A comprehensive quality assessment framework for synthetic tabular data in healthcare	38
Current evidence and future directions of metrics used to evaluate ambient clinical documentation: A scoping review	38
Advancing healthcare with large language models: A scoping review of applications and future directions	37
A vision transformer-convolutional neural network framework for decision-transparent dual-energy X-ray absorptiometry recommendations using chest low-dose CT	37
Explainability and uncertainty: Two sides of the same coin for enhancing the interpretability of deep learning models in healthcare	37
Artificial intelligence generated visual communication improves comprehension and adherence in cervical cancer screening: a randomized controlled study	37
Physician eye contact in telemedicine video consultations: A cross-cultural experiment	36
Applications of artificial intelligence-based conversational agents in healthcare: A systematic umbrella review	36
Editorial Board	35
A multilayered graph-based framework to explore behavioural phenomena in social media conversations	35
Improvements in EHR usability during eleven years: Cross-sectional surveys on specialist physicians’ experiences in Finland	35
Risk prediction of arrhythmia after percutaneous coronary intervention in patients with acute coronary syndrome: A systematic review and meta-analysis	35
Sensor-based prevention of falls and pressure ulcers: A scoping review	35
Implications of use of different intraoperative ultrasound modalities during glioma surgery – A comparative study of factors affecting outcomes	34
Physicians' perceptions of electronic prescribing of controlled medications in the West Bank, Palestine: A pre-implementation assessment	34

Developing a multi-label learning model to predict major adverse cardiovascular events in patients with unstable angina pectoris: A prospective cohort study	34
Editorial Board	34
Antecedents and consequences of shared decision making for patients with chronic kidney diseases: A cross-sectional survey	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
Nutritional and lifestyle predictors of rectal bleeding in functional constipation: A machine learning approach	33
Corrigendum to “Brain health scores to predict neurological outcomes from electronic health records” [Int. J. Med. Inform. (2023) 105270]	33
General Practitioners’ needs and wishes for clinical decision support Systems: A focus group study	33
Application of a human-centered design for embedded machine learning model to develop data labeling software with nurses: Human-to-Artificial Intelligence (H2AI)	32
Editorial Board	32
Evaluate the effect of virtual nurse-guided discharge education app on disease knowledge and symptom response in patients following coronary events	31
Using mobile phone-based text message to recruit representative samples: Assessment of a cross-sectional survey about the COVID-19 vaccine hesitation	31
Understanding potentially inappropriate medication: A focus group study with general practitioners	31
Real-world implementation evaluation of an electronic health record-integrated consumer informatics tool that collects patient-generated contextual data	31
Tracking COPD exacerbation patterns and forecasting readmission risks utilizing electronic medical records	31
Implementing privacy preserving record linkage: Insights from Australian use cases	31
Balancing readability and referencing in AI-generated patient education materials for spinal surgery	30
Validity and reliability study of a free mobile app for assessing voiding habits	30
Ai-enhanced clinical decision support reduces medication errors and adverse drug events in a multicenter teaching hospital network: A prospective randomized controlled trial	30
Decision support systems (DSS) for predicting hypertensive events using real-world telemonitoring data	30
Performance analysis of machine learning algorithms and screening formulae for	29
A time-incorporated SOFA score-based machine learning model for predicting mortality in critically ill patients: A multicenter, real-world study	29
MedARC: Adaptive multi-agent refinement and collaboration for enhanced medical reasoning in large language models	29
Clinician preferences for explainable AI in critical care: a comparative study of interpretable models and visualizations for intubation decision support	29
Vision transformer-based multimodal fusion network for classification of tumor malignancy on breast ultrasound: A retrospective multicenter study	28
FRELSA: A dataset for frailty in elderly people originated from ELSA and evaluated through machine learning models	28
Impact of the COVID-19 pandemic on mHealth adoption: Identification of the main barriers through an international comparative analysis	28
An interpretable machine learning prognostic system for risk stratification in oropharyngeal cancer	28
Recommendations of the International Medical Informatics Association (IMIA) on Education in Biomedical and Health Informatics: Second Revision	28
Lived experiences of health professionals using digital health in Australian aged care: A scoping review	28
EHR-ML: A data-driven framework for designing machine learning applications with electronic health records	28
Validation of the advanced alert monitor in a Dutch hospital using local optimization and refinement of the outcome definition	27
“It’s the future, come on!”: a think aloud study exploring clinicians’ use of knowledge-based AI decision support	27
External validation of risk prediction model for gestational diabetes: Individual participant data meta-analysis of randomized trials	27
External validation and application of risk prediction model for ventilator–associated pneumonia in ICU patients with mechanical ventilation: A prospective cohort study	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
Collecting health-related research data using consumer-based wireless smart scales	26
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
Pathologist-level diagnosis of ulcerative colitis inflammatory activity level using an automated histological grading method	26
Evaluation of clinical named entity recognition methods for Serbian electronic health records	26
Exploring patient-centered design solutions of a telehealth app for HIV − A qualitative study	26
Technology for fast-tracking high-risk head and neck cancer referrals: Co-designing with patients	25
Artificial intelligence in tobacco control: A systematic scoping review of applications, challenges, and ethical implications	25
Automated Flow and local LLM-Driven clinical Context Engineering: Precision colorectal cancer recurrence registry	25
The performance of ChatGPT and ERNIE Bot in surgical resident examinations	25
Design, development, implementation, and evaluation of a severe drug–drug interaction alert system in the ICU: An analysis of acceptance and override rates	25
Regression discontinuity in Time: Evaluating the impact of evolving digital health interventions	25
Validity of a novel web application for measuring active range of motion and its reliability as a self-measurement method in telerehabilitation	25
Using large language models as decision support tools in emergency ophthalmology	25
A systematic review and proposed framework for sustainable learning healthcare systems	25
Development and validation of explainable machine learning models for female hip osteoporosis using electronic health records	25
Semantic segmentation of bone structures in chest X-rays including unhealthy radiographs: A robust and accurate approach	24
Development and validation of a risk prediction model and prediction tools for post-thrombotic syndrome in patients with lower limb deep vein thrombosis	24
Beyond block time: a head-to-head comparison of reinforcement learning, genetic algorithms, and predict-then-optimize scheduling for operating room workflow using discrete-event simulation	24
Enhancing qualitative research through virtual focus groups and artificial intelligence: A review	24
The evaluation of health recommender systems: A scoping review	24
A systematic review of the value of clinical decision support systems in the prescription of antidiabetic drugs	24
The effect of Computerised Physician Order Entry on prescribing errors: An interrupted time-series study at a secondary referral hospital in Australia	23
Generative artificial intelligence as a source of advice on resuscitation and first aid for laypeople: A scoping review	23
Machine learning for site risk prediction in clinical trials: development, external validation, and operational application in site qualification	23
Artificial intelligence (AI) in the medical consultation: Friend or foe?	23
Enhancing stroke recovery assessment: A machine learning approach to real-world hand function analysis	23
Healthbots for conducting clinical screening and remote monitoring with patient mood assessment: A scoping review	23
Data protection and information security in biomedical research: A sequential explanatory mixed study	23
Opportunities for standardization in emergency scenarios in the European Union	23
Multi-class classification model for psychiatric disorder discrimination	23
Electronic-PRO Measures for adverse events Of Treatment In ONcology (E-PROMOTION)	23
Enhancing healthcare worker mental health via artificial intelligence-driven work process improvements: a scoping review	23
An interpretable machine learning scoring tool for estimating time to recurrence readmissions in stroke patients	23
Automated standardization and harmonization of laboratory units in large-scale clinical data using open-source R functions	22
Editorial Board	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
Digital health education in Australian universities: Trends, gaps, and future directions	22
Machine learning in colorectal cancer prediction and diagnosis: a systematic review of models' performance	22
Enhancing security in patient medical information exchange: A qualitative study	22
An evidence synthesis on perioperative Handoffs: A call for balanced sociotechnical solutions	21
Decoding the black box: Explainable AI (XAI) for cancer diagnosis, prognosis, and treatment planning-A state-of-the art systematic review	21
Utilizing online reviews for analyzing digital healthcare consultation services: Examining perspectives of both healthcare customers and healthcare professionals	21
Development and validation of a clinical decision support system to prevent anticoagulant duplications	21
IBDAIM:Artificial intelligence for analyzing intestinal biopsies pathological images for assisted integrated diagnostic of inflammatory bowel disease	21
Assessment of machine learning algorithms in national data to classify the risk of self-harm among young adults in hospital: A retrospective study	21

Impact of patients’ personality traits on digital health Adoption Strategies for family practices	21
Comparative performance of intensive care mortality prediction models based on manually curated versus automatically extracted electronic health record data	21
Deep learning algorithms to assist in imaging diagnosis in individuals with disc herniation or spondylolisthesis: A scoping review	21
Effect and usability of mobile health applications for medication adherence in patients with heart failure: A systematic review	21
Performance and improvement strategies for adapting generative large language models for electronic health record applications: A systematic review	21
Editorial Board	20
OptimCLM: Optimizing clinical language models for predicting patient outcomes via knowledge distillation, pruning and quantization	20
Correspondence: Generative artificial intelligence in healthcare	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
Advancing cancer data collection: ICD-11 implementation in European oncology and cancer registries	20
An empirical study on factors influencing consumers’ motivation towards teleconsultation system use. A preliminary report about the Sehha application from Saudi Arabia	20
Machine learning applied to electronic health record data in home healthcare: A scoping review	20
Strengthening capacities of multidisciplinary professionals to apply data science in public health: Experience of an international graduate diploma program in Peru	20
Utilizing artificial intelligence and cellular population data for timely identification of bacteremia in hospitalized patients	20
Development, evaluation and validation of machine learning models to predict hospitalizations of patients with coronary artery disease within the next 12 months	20
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	19
Socio-technical risks of clinical speech-to-text systems: Transparency, privacy, and reliability challenges in AI-driven documentation	19
A systematic review on classification and assessment of surgical skill levels for simulation-based training programs	19
Quantifying work patterns of health professionals: A narrative review of studies using the Work Observation Method By Activity Timing (WOMBAT)	19
The accuracy of machine learning approaches using non-image data for the prediction of COVID-19: A meta-analysis	19
The relationship between e-health literacy and information technology acceptance, and the willingness to share personal and health information among pregnant women	19
Enhancing readmission prediction model in older stroke patients by integrating insight from readiness for hospital discharge: Prospective cohort study	18
Letter to the Editor: Raising the Bar for robust and responsible medical AI	18
Assessing the accuracy and reliability of ChatGPT’s medical responses about thyroid cancer	18
Virtual physical examination in teleconsultation: A scoping review	18
Adoption and use of various health information exchange methods for sending inside health information in US hospitals	18
Educational interventions and their effects on healthcare professionals’ digital competence development: A systematic review	18
Applying computer text mining algorithms for oversampling tumor mutation status in medical records for the NCI Patterns of Care studies	18
Machine learning for prediction of viral hepatitis: A systematic review and meta-analysis	18
Smart data-driven medical decisions through collective and individual anomaly detection in healthcare time series	18
Predicting intubation for intensive care units patients: A deep learning approach to improve patient management	18
A deep learning model for QRS delineation in organized rhythms during in-hospital cardiac arrest	18
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	18
Validation and usability study of the framework for a user needs-centered mHealth app selection	18
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	17
Commentary on “Towards practical federated learning and evaluation for medical prediction models”	17
A topic modeling analysis of stigma dimensions, social, and related behavioral circumstances in clinical notes among patients with HIV	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
Machine learning predicts scarring progression in lichen planopilaris: A multidimensional model integrating trichoscopy, vitamin D, and diagnostic timelines	17
Editorial Board	17
Evaluating the efficacy of digital otoscopes in rural pediatric otitis media diagnosis: A comparative study of general practitioners and ENT specialists	17
Predictive analytics support for complex chronic medical conditions: An experience-based co-design study of physician managers’ needs and preferences	17
Ethical aspects and user preferences in applying machine learning to adjust eHealth addressing substance use: A mixed-methods study	17
Predicting abnormal C-reactive protein level for improving utilization by deep neural network model	17
Effectiveness of computerized decision support systems linked to electronic health records: An updated systematic review with meta-analysis	17
In memory of Dr. Virginia K. Saba EdD, DS, RN, FAAN, FACMI nursing Informatics pioneer	17
The use and role of digital technology in learning health systems: A scoping review	17
Preoperative frailty for predicting in-hospital mortality in patients after cardiac surgery: an interpretable Machine learning model based on a retrospective multicenter cohort study	17
Exploring Multimorbidity Patterns in older hospitalized Norwegian patients using Network Analysis modularity	17
Is it safe to learn about vital pulp capping from YouTube™ videos? A content and quality analysis	17
Large language models versus healthcare professionals in providing medical information to patient questions: A systematic review	17
The impact of an electronic alert to reduce the risk of co-prescription of low molecular weight heparins and direct oral anticoagulants	17
A roadmap for federated learning projects using health data to guide sustainable artificial intelligence development in the European Union	16
Predictive analysis on the factors associated with birth Outcomes: A machine learning perspective	16
Development of an interpretable machine learning model for predicting 4-year chronic kidney disease risk in elderly hypertensive patients	16
Impact of AI recommendation correctness on diagnostic accuracy in clinical decision-making	16
Building health service management workforce capacity in the era of health informatics and digital health – A scoping review	16
Enhancing leukemia detection in medical imaging using deep transfer learning	16
Machine learning approaches to predicting medication nonadherence: a scoping review	16
Beyond explainability: Introducing shared reasoning fragility	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
Artificial intelligence for mortality risk stratification in septic shock: A systematic review and meta-analysis	16
Assessing metabolic risk factors for psychiatric patients: An IT-supported task shift from physician to pharmacist	16
Towards reliable forecasting of healthcare capacity needs: A scoping review and evidence mapping	16
A visualized nurse-led ePRO system for chemotherapy toxicity: Content design and validation	16
Reproducing real-world clinical prediction models using the DIVE platform: A comparative validation study across three chronic diseases	16
A scoping review of mobile apps for use with palliative patients in the context of home care	16
Healthcare 5.0: A secure and distributed network for system informatics in medical surgery	16
Medical informatics and digital health multilingual ontology (MIMO): A tool to improve international collaborations	16
Evaluation of stacked ensemble model performance to predict clinical outcomes: A COVID-19 study	16
Medication-based mortality prediction in COPD using machine learning and conventional statistical methods	15
Comparing physician and large language model responses to influenza patient questions in the online health community	15
Clinical named entity recognition and relation extraction using natural language processing of medical free text: A systematic review	15
Obstacle and the medium: a leadership compass for digital health strategy	15
Identifying episodes of care in hospital admissions data for measures of disease burden: A tutorial and protocol for individual-level data analysis	15
Usability testing of the Philippine Electronic National Newborn Hearing Screening Registry (ENNHSR)	15
Active learning for extracting rare adverse events from electronic health records: A study in pediatric cardiology	15
Key interoperability Factors for patient portals and Electronic health Records: A scoping review	15
Using natural language processing to identify opioid use disorder in electronic health record data	15
Patient portal use: Persistent disparities from pre- to post-onset of the COVID-19 pandemic	15
Allied health professionals’ experiences and lessons learned in response to a big bang electronic medical record implementation: A prospective observational study	15
Interpretable machine learning model for prediction functional cure in chronic hepatitis B patients receiving Peg-IFN therapy: A multi-center study	15
Integrating actigraphy with demographic data enhances cognitive performance prediction: a multimodal UK biobank analysis using machine learning	15
Polygenic risk score comparator (PRScomp): Test population vs. worldwide populations	15
Towards secure and trusted AI in healthcare: A systematic review of emerging innovations and ethical challenges	15
Editorial Board	15
Enhancing MMR vaccination surveillance in England: Comparing and contrasting new individual-level and existing aggregate data sources	15
What physical examinations are observed during an in-person GP consultation? Automatic extraction using a text-based approach	15
Exploring and analysing 3D and 4D camera based markerless technologies for human body anthropometrics in healthy individuals: a systematic review	15
Refractive error detection in smartphone images via convolutional neural network	14
Ontology accelerates few-shot learning capability of large language model: A study in extraction of drug efficacy in a rare pediatric epilepsy	14
A machine-learning-based algorithm for bone marrow cell differential counting	14
Challenges in translating AI-driven ASD/ADHD diagnosis: A methodological systematic review	14
Development and validation of a machine learning prediction model for perioperative red blood cell transfusions in cardiac surgery	14