BMC Medical Informatics and Decision Making

Article	Citations
Whole-cycle management of women with epilepsy of child-bearing age: ontology construction and application	482
Patients’ and plastic surgeons’ experiences with an online patient decision aid for breast reconstruction: considerations for nationwide implementation	369
Analytical validation of Exandra: a clinical decision support system for promoting guideline-directed therapy of type-2 diabetes in primary care – a collaborative study with experts from Diabetes Cana	290
Respiratory sound analysis for ICU clinical decision support: deep learning-based classification of normal and abnormal sounds using real ICU data	241
Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning	237
Task-Technology Fit of Artificial Intelligence-based clinical decision support systems: a review of qualitative studies	200
Hypercubes to identify geomarkers of rapid cystic fibrosis lung disease progression	157
Detecting cognitive impairment in cerebrovascular disease using gait, dual tasks, and machine learning	155
Second opinion machine learning for fast-track pathway assignment in hip and knee replacement surgery: the use of patient-reported outcome measures	150
Supporting parent treatment decision-making in relapsed and refractory neuroblastoma: co-design of a web-based intervention	137
Real-time non-invasive hemoglobin prediction using deep learning-enabled smartphone imaging	126
Prediction of lymphedema occurrence in patients with breast cancer using the optimized combination of ensemble learning algorithm and feature selection	123
An exploration into physician and surgeon data sensemaking: a qualitative systematic review using thematic synthesis	121
Construction and SHAP interpretability analysis of a risk prediction model for feeding intolerance in preterm newborns based on machine learning	117
Data-driven decision making in patient management: a systematic review	99
Utilizing machine learning algorithms to predict subject genetic mutation class from in silico models of neuronal networks	94
Early prediction of mortality upon intensive care unit admission	93
Development and validation of the ANGS score for predicting long-term outcomes in acute ischemic stroke patients receiving intravenous thrombolysis	87
Machine learning classification of cycloplegic refractive status in children and adolescents using non-cycloplegic data across ten provincial-level administrative divisions	80
Building a trustworthy AI differential diagnosis application for Crohn’s disease and intestinal tuberculosis	80
Interoperability of heterogeneous health information systems: a systematic literature review	79
PhenoNMF: A novel multi-layer matrix factorization framework for age-stratified comprehensive phenotypic similarity analysis	75
A retrospective analysis using comorbidity detecting algorithmic software to determine the incidence of International Classification of Diseases (ICD) code omissions and appropriateness of Diagnosis-R	73
Advanced AI-driven approach for enhanced brain tumor detection from MRI images utilizing EfficientNetB2 with equalization and homomorphic filtering	73
Validation of a computerized decision support system to review pharmacotherapy treatment: scheduling guidelines	70

Insights into prescribing patterns for antidepressants: an evidence-based analysis	66
SEM model analysis of diabetic patients’ acceptance of artificial intelligence for diabetic retinopathy	66
Timing matters: a machine learning–driven comparison of community and hospital-onset sepsis	63
The development and phase 1 evaluation of a Decision Aid for elective egg freezing	62
AMPDECIDE amputation level patient decision aids: a feasibility study	62
Lactate dehydrogenase to albumin ratio and poor prognosis after thrombolysis in ischemic stroke patients: developing a novel nomogram	61
Improving computerized decision support system interventions: a qualitative study combining the theoretical domains framework with the GUIDES Checklist	60
In silico clinical trials for relapsing-remitting multiple sclerosis with MS TreatSim	59
From algorithms to action: improving patient care requires causality	56
Providing evidence-based knowledge on nursing interventions at the point of care: findings from a mapping project	55
Using artificial intelligence to identify patients with migraine and associated symptoms and conditions within electronic health records	55
Mortality and morbidity patterns in Yaoundé, Cameroon: an ICD-11 classification-based analysis	52
Derivation and validation of a clinical predictive model for longer duration diarrhea among pediatric patients in Kenya using machine learning algorithms	50
Cervical cancer screening uptake and its associated factor in Sub-Sharan Africa: a machine learning approach	50
ProtoMAP: prototypical network based few-shot learning for missed abortion prediction	49
Effects of a smartphone application named “Shared Decision Making Assistant” for informed patients with primary liver cancer in decision-making in China: a quasi-experimental study	48
Explainable AI for enhanced accuracy in malaria diagnosis using ensemble machine learning models	48
Deep learning-based classification of dementia using image representation of subcortical signals	48
Using the technology acceptance model to assess clinician perceptions and experiences with a rheumatoid arthritis outcomes dashboard: qualitative study	47
The impact of a patient decision aid for patients with advanced laryngeal carcinoma – a multicenter study	47
Hand movements prediction via fNIRS and AI algorithms	46
Development of a machine-learning based diagnosis procedure to distinguish aortic dissection from non-ST-elevation myocardial infarction	46
Deep learning-driven modality imputation and subregion segmentation to enhance high-grade glioma grading	46
Principles of digital professionalism for the metaverse in healthcare	45
Predictive machine learning for postoperative pain using biosignals: a retrospective observational study	45
Validation of the German eHealth impact questionnaire for online health information users affected by multiple sclerosis	44
Dynamic fall risk prediction in hospitalized cancer patients: development and validation of a machine learning model using multidimensional clinical data to overcome over-sensitivity in traditional sc	44
The development of a decision aid to support treatment choice in pelvic organ prolapse: a Delphi study	44
Correction to: Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary	43
Only the anxious ones? Identifying characteristics of symptom checker app users: a cross-sectional survey	43
Machine learning algorithms to predict intraoperative hemorrhage in surgical patients: a modeling study of real-world data in Shanghai, China	42
Correction: Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	42
Machine learning approach for the detection of vitamin D level: a comparative study	41
A qualitative analysis of algorithm-based decision support usability testing for symptom management across the trajectory of cancer care: one size does not fit all	40
The Infomóvel—An information system for managing HIV/AIDS patients in rural areas of Mozambique	40
Identifying the presence and severity of dementia by applying interpretable machine learning techniques on structured clinical records	40
The protocol of DECO-MOM: a clinical trial testing the effectiveness of a mobile application for an environmental health intervention among pregnant women	40
Participant characteristics and reasons for non-consent to health information linkage for research: experiences from the ATHENA COVID-19 study	39
Analysis and knowledge extraction of newborn resuscitation activities from annotation files	37
MODILM: towards better complex diseases classification using a novel multi-omics data integration learning model	37
Conceptual design of a generic data harmonization process for OMOP common data model	36
Predicting perinatal mortality based on maternal health status and health insurance service using homogeneous ensemble machine learning methods	36
Modified multiscale Renyi distribution entropy for short-term heart rate variability analysis	36
AI-assisted tumor board decision-making in pancreatic oncology	35
Machine learning for the prediction of sepsis-related death: a systematic review and meta-analysis	34
Application of artificial intelligence medical imaging aided diagnosis system in the diagnosis of pulmonary nodules	34
PheNominal: an EHR-integrated web application for structured deep phenotyping at the point of care	34
Automated machine learning for early prediction of systemic inflammatory response syndrome in acute pancreatitis	33
Identifying effective immune biomarkers in alopecia areata diagnosis based on machine learning methods	33
Development and validation of an instrument to evaluate the perspective of using the electronic health record in a hospital setting	33

Development and usability evaluation of a mHealth application for albinism self-management	33
Prediction of malignancy and metastasis of thyroid cancer by combined feature sets through advanced machine learning	33
Cardiovascular disease incidence prediction by machine learning and statistical techniques: a 16-year cohort study from eastern Mediterranean region	33
Lactate-albumin ratio predicts in-hospital mortality in critically Ill patients with congestive heart failure and diabetes	31
Enhanced ovarian cancer survival prediction using temporal analysis and graph neural networks	31
Predicting blood transfusion demand in intensive care patients after surgery by comparative analysis of temporally extended data selection	31
Building an ultrasound appointment system: focusing on instrument diversity and the scope of physician expertise	31
Can we ever have evidence-based decision making in orthopaedics? A qualitative evidence synthesis and conceptual framework	31
Machine learning-based models for the prediction of breast cancer recurrence risk	31
Extracting the latent needs of dementia patients and caregivers from transcribed interviews in japanese: an initial assessment of the availability of morpheme selection as input data with Z-scores in	30
A novel smartphone application for the tracking of procedural numbers and trainee experience in gastrointestinal endoscopy	30
Harnessing computational tools of the digital era for enhanced infection control	30
Differences in changes of data completeness after the implementation of an electronic medical record in three surgical departments of a German hospital–a longitudinal comparative document analysis	30
Decision fatigue of surrogate decision-makers: a scoping review	29
Development of a machine learning-based acuity score prediction model for virtual care settings	29
Accompanying the prostate cancer patient pathway: evaluation of novel clinical decision support software in patients with early diagnosis of prostate cancer	29
De-identified Bayesian personal identity matching for privacy-preserving record linkage despite errors: development and validation	29
2.5D MFFAU-Net: a convolutional neural network for kidney segmentation	29
Interpretable machine-learning model for Predicting the Convalescent COVID-19 patients with pulmonary diffusing capacity impairment	29
Usability evaluation of electronic health records at the trauma and emergency directorates at the Komfo Anokye teaching hospital in the Ashanti region of Ghana	29
Effect of short message service reminders in improving optimal antenatal care, skilled birth attendance and postnatal care in low-and middle-income countries: a systematic review and meta-analysis	29
Exploring the potential of ChatGPT in medical dialogue summarization: a study on consistency with human preferences	29
The effect of capacity building evidence-based medicine training on its implementation among healthcare professionals in Southwest Ethiopia: a controlled quasi-experimental outcome evaluation	28
Bayesian learning-based agent negotiation model to support doctor-patient shared decision making	28
Identification of confounders and estimating the causal effect of place of birth on age-specific childhood vaccination	28
Risk assessment and prediction of early blood transfusion after joint replacement surgery: a clinical decision support model based on machine learning	28
Predicting the severity of COVID-19 using machine learning methods	28
CardioGraph: a platform to study variations associated with familiar cardiopathies	27
Predicting peripheral venous catheter related phlebitis using machine learning (PPML): development and prospective validation of PPML for cardiology inpatients	27
Predicting the frequent exacerbator phenotype in COPD: development and validation of a multicenter real-world prediction model	27
Development and user testing of a patient decision aid for cancer patients considering treatment for anxiety or depression	27
Early classification of functional connectomes in Parkinson’s disease: a comparison of machine learning classifiers using multi-scale topological features	27
Secondary use of health records for prediction, detection, and treatment planning in the clinical decision support system: a systematic review	27
Development of an interpretable machine learning model for predicting prolonged hospital stay in patients with acute exacerbation of chronic obstructive pulmonary disease: a retrospective cohort study	27
Prediction of amyloid PET positivity via machine learning algorithms trained with EDTA-based blood amyloid-β oligomerization data	27
Healthcare dashboard technologies and data visualization for lipid management: A scoping review	26
A risk prediction model based on machine learning algorithm for parastomal hernia after permanent colostomy	26
Understanding cancer patient cohorts in virtual reality environment for better clinical decisions: a usability study	26
Exploratory application of machine learning methods on patient reported data in the development of supervised models for predicting outcomes	26
The social experience of uncertainty: a qualitative analysis of emergency department care for suspected pneumonia for the design of decision support	26
Communicating the results of risk-based breast cancer screening through visualizations of risk: a participatory design approach	26
Data privacy-aware machine learning approach in pancreatic cancer diagnosis	26
A heart failure classification model from radial artery pulse wave using LSTM neural networks	25
Exploring parental factors influencing low birth weight on the 2022 CDC natality dataset	25
Comparing machine learning algorithms to predict 5-year survival in patients with chronic myeloid leukemia	25
Modeling anesthetic-drug label detection for low-resource operating rooms	25
Applying text-mining to clinical notes: the identification of patient characteristics from electronic health records (EHRs)	25
A nomogram for predicting sepsis-associated delirium: a retrospective study in MIMIC III	24
Machine learning algorithms for predicting PTSD: a systematic review and meta-analysis	24
Drug closed-loop management system using mobile technology	24
Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	24
Factors affecting the survival of prediabetic patients: comparison of Cox proportional hazards model and random survival forest method	24
Chinese medical entity recognition based on the dual-branch TENER model	23
A systematic comparison of short-term and long-term mortality prediction in acute myocardial infarction using machine learning models	23
Machine learning algorithms for predicting low birth weight in Ethiopia	23
Identification of clinical factors related to prediction of alcohol use disorder from electronic health records using feature selection methods	23
A novel explainable machine learning-based healthy ageing scale	23
Adolescent, parent, and provider attitudes toward a machine learning based clinical decision support system for selecting treatment for youth depression	23
Machine learning models for predicting in-hospital mortality from acute pancreatitis in intensive care unit	23
Development and evaluation of regression tree models for predicting in-hospital mortality of a national registry of COVID-19 patients over six pandemic surges	22
Requirements and challenges of hospital dashboards: a systematic literature review	22
Quantifying optimal inner limiting membrane peeling in macular hole surgery: a machine learning framework for predictive modeling and schematic visualization	22
Modeling-based design of adaptive control strategy for the effective preparation of ‘Disease X’	22
Mining comorbidities of opioid use disorder from FDA adverse event reporting system and patient electronic health records	21
A pseudonymized corpus of occupational health narratives for clinical entity recognition in Spanish	21
Developing machine learning-based models to predict intrauterine insemination (IUI) success by address modeling challenges in imbalanced data and providing modification solutions for them	21
Risk factors and nomogram model for short-term postoperative complications in patients with hirschsprung disease	21
Correction: Weight management personas of breast cancer patients undergoing chemotherapy in China: a multi-method study	21
Development and perceived usability evaluation of an interactive smartphone application for the teaching of hemodynamics and evaluation of arterial pulse pressure variation	21
Systematic review and meta-analysis of workload among medical records coders in China	21
Haematology dimension reduction, a large scale application to regular care haematology data	21
Clinician-in-the-loop screening saturation: predicting annotation yield for efficient EHR review	21
Designing and evaluating a mobile app to assist patients undergoing coronary angiography and assessing its impact on anxiety, stress levels, and self-care	20
Application of artificial intelligence in predicting the results of open-heart surgery: a scoping review	20
Effects of patient decision aids used pre-consult or in-consult on patient-clinician communication - secondary analysis of a systematic review with meta-analysis	20
Application of machine learning for the diagnosis and prognosis of sepsis-induced acute respiratory distress syndrome: a systematic review and meta-analysis	20
Optimizing protein sequence classification: integrating deep learning models with Bayesian optimization for enhanced biological analysis	20
Precision cancer medicine and the doctor-patient relationship: a systematic review and narrative synthesis	20
Development, comparison, and internal validation of prediction models to determine the visual prognosis of patients with open globe injuries using machine learning approaches	20
A national platform for advancing self-care processes for the most common illnesses and conditions: designing, evaluating, and implementing	20

Leveraging laboratory biomarkers to predict urosepsis after upper urinary tract stone surgery: an explainable machine learning approach	20
Machine learning algorithms’ accuracy in predicting kidney disease progression: a systematic review and meta-analysis	20
Retinal vein occlusion risk prediction without fundus examination using a no-code machine learning tool for tabular data: a nationwide cross-sectional study from South Korea	20
A synthetic oversampling-based customized ResNet51-Conv1D framework for early colorectal cancer prediction using structured clinical data from the PLCO screening trial	20
The role of machine learning in developing non-magnetic resonance imaging based biomarkers for multiple sclerosis: a systematic review	20
Context factors in clinical decision-making: a scoping review	20
Optimising ePrescribing in hospitals through the interoperability of systems and processes: a qualitative study in the UK, US, Norway and the Netherlands	20
The association between video or telephone telemedicine visit type and orders in primary care	20
Synthetic cervical spine radiographs: expert validation and transfer learning for low-data settings	20
Creating a data warehouse to support monitoring of NSQHS blood management standard from EMR data	20
The willingness to continue using wearable devices among the elderly: SEM and FsQCA analysis	19
Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy	19
A novel EEG-based major depressive disorder detection framework with two-stage feature selection	19
Machine learning based model for the early detection of Gestational Diabetes Mellitus	19
Descriptive forest: experiments on a novel tree-structure-generalization method for describing cardiovascular diseases	19
Exploring the role of Artificial Intelligence in Acute Kidney Injury management: a comprehensive review and future research agenda	19
Evaluating breast cancer websites targeting Arabic speakers: empirical investigation of popularity, availability, accessibility, readability, and quality	19
Application of machine learning techniques for predicting survival in ovarian cancer	19
Predictive value of machine learning for the progression of gestational diabetes mellitus to type 2 diabetes: a systematic review and meta-analysis	19
An effective multi-step feature selection framework for clinical outcome prediction using electronic medical records	19
Performance fairness of neural network models in early risk assessment of inpatients with varying severity: a retrospective study	19
The validity of electronic health data for measuring smoking status: a systematic review and meta-analysis	19
Development of a machine learning model to predict mild cognitive impairment using natural language processing in the absence of screening	19
Implementation of digital remote postoperative monitoring in routine practice: a qualitative study of barriers and facilitators	19
An evaluation of GPT models for phenotype concept recognition	19
Supervised machine learning model to predict total knee replacement in a large osteoartrhitis real-world evidence dataset using retrospectively 20-year insurance data from Israel	19
Community perspectives on the use of electronic health data to support reflective practice by health professionals	18
AI-assisted haematology: machine learning–based prediction of iron-deficiency anaemia from reticulocyte maturation indices	18
Correction: Diagnosis of cardiac abnormalities based on phonocardiogram using a novel fuzzy matching feature extraction method	18
Developing an interpretable machine learning model for easily detecting insulin resistance among breast cancer survivors: a cross-sectional study	18
CycleGAN-based image-to-image translation for synthetic contrast enhancement in non-contrast cardiac CT: a ViT-CNN hybrid deep learning approach	18
Automated extraction of information of lung cancer staging from unstructured reports of PET-CT interpretation: natural language processing with deep-learning	18
Development of a quantitative index system for evaluating the quality of electronic medical records in disease risk intelligent prediction	18
Non-invasive arterial blood pressure measurement and SpO2 estimation using PPG signal: a deep learning framework	18
The coming Omicron waves and factors affecting its spread after China reopening borders	18
Correction: Developing an interpretable machine learning model for easily detecting insulin resistance among breast cancer survivors: a cross-sectional study	18
Towards a prescribing monitoring system for medication safety evaluation within electronic health records: a scoping review	18
A SuperLearner approach for predicting diabetic kidney disease upon the initial diagnosis of T2DM in hospital	18
Patient values in patient-provider communication about participation in early phase clinical cancer trials: a qualitative analysis before and after implementation of an online value clarification tool	18
Predicting angiographic coronary artery disease using machine learning and high-frequency QRS	18
Optimizing emergency department efficiency: a comparative analysis of process mining and simulation models to mitigate overcrowding and waiting times	18
Evaluating the usability of Iran’s national comprehensive health information system: a think-aloud study to uncover usability problems in the recording of childcare data	18
Fuzzy constraint-based agent negotiation framework for doctor-patient shared decision-making	18
Trusted sources of information on COVID-19 vaccine in Uganda	18
An interactive dashboard for analyzing user interaction patterns in the i2b2 clinical data warehouse	18
Correction to: Developing a high-performance AI model for spontaneous intracerebral hemorrhage mortality prediction using machine learning in ICU settings	18
Multimodal deep learning-based diagnostic model for BPPV	18
Patient decision aid–supported shared decision making and short-term decision-making outcomes in type 2 diabetes: a prospective observational comparative study	18
Patients and healthcare professionals’ perspectives on the implementation of shared decision making in multiple myeloma: a multinational qualitative study	17
CRISP: A causal relationships-guided deep learning framework for advanced ICU mortality prediction	17
Optimizing prognostic factors of five-year survival in gastric cancer patients using feature selection techniques with machine learning algorithms: a comparative study	17
Proposal of a procedure to stratify the reidentification risk of medical data: RIMEDA	17
Real-time estimation of the remaining surgery duration for cataract surgery using deep convolutional neural networks and long short-term memory	17
Using provocative design to foster electronic informed consent innovation	17
Through the eye to the heart: a scoping review of artificial intelligence in retinal imaging for cardiovascular disease assessment	17
Making remote measurement technology work in multiple sclerosis, epilepsy and depression: survey of healthcare professionals	17
Development and interpretability of an XGBoost model to predict high grade cervical intraepithelial neoplasia	17
Data quality and associated factors in the health management information system at health centers in Shashogo district, Hadiya zone, southern Ethiopia, 2021	17
Artificial intelligence of digital morphology analyzers improves the efficiency of manual leukocyte differentiation of peripheral blood	17
Treatment decision support for esophageal cancer based on PET/CT data using deep learning	17
Explainable prediction of daily hospitalizations for cerebrovascular disease using stacked ensemble learning	17
Automatic data extraction to support meta-analysis statistical analysis: a case study on breast cancer	17
Optimizing myocardial infarction detection: a hybrid CNN-GRU deep learning approach	17
Optimization of vision transformer-based detection of lung diseases from chest X-ray images	17
Comparing the performance of machine learning and conventional models for predicting atherosclerotic cardiovascular disease in a general Chinese population	17
%diag_test: a generic SAS macro for evaluating diagnostic accuracy measures for multiple diagnostic tests	17
A machine learning approach to determine the risk factors for fall in multiple sclerosis	16
Continuous prediction for tumor mutation burden based on transcriptional data in gastrointestinal cancers	16
Empowering personalized oncology: evolution of digital support and visualization tools for molecular tumor boards	16
Developing an AI-powered wound assessment tool: a methodological approach to data collection and model optimization	16
Domain and Language adaptive pre-training of BERT models for Korean-English bilingual clinical text analysis	16
Prediction of in-hospital mortality risk in cardiac arrest patients using machine learning models: a study based on the MIMIC-IV database with external validation from Yunnan University Affiliated Hos	16
Machine learning-based prognostic modeling of early clinical outcomes in very low birth weight infants: insights from a nationwide cohort on delivery room resuscitation, prematurity-related complicati	16
Utilization of patient portals: a cross-sectional study investigating associations with mobile app quality	16
Intelligent identification system of gastric stromal tumors based on blood biopsy indicators	16
Exploring the performance and explainability of fine-tuned BERT models for neuroradiology protocol assignment	16
Prediction of unplanned 30-day readmission for ICU patients with heart failure	16
Factors associated with the local control of brain metastases: a systematic search and machine learning application	16
Therapeutic monoclonal antibodies repurposing in oncology via IMGT/mAb-KG embeddings	16
Computer-aided autism diagnosis using visual attention models and eye-tracking: replication and improvement proposal	16
Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients	16
Analyzing the medical record homepages quality in a Chinese EMR system	16
How successful is the CatBoost classifier in diagnosing different dental anomalies in patients via sella turcica and vertebral morphologic alteration?	16
TECRR: a benchmark dataset of radiological reports for BI-RADS classification with machine learning, deep learning, and large language model baselines	16
Influencing mechanism of the use behavior of clinical practice guidelines on antimicrobials: evidence from the integration of theory of reasoned action and organizational readiness for change	16
A dual-modal machine learning framework integrating red blood indices and smartphone-captured microscopic images for β-thalassemia screening	16
Nonlinear association between visceral fat metabolism score and heart failure: insights from LightGBM modeling and SHAP-Driven feature interpretation in NHANES	16
DREAMER: a computational framework to evaluate readiness of datasets for machine learning	16
A comparative study of CNN-capsule-net, CNN-transformer encoder, and Traditional machine learning algorithms to classify epileptic seizure	16
The prediction of distant metastasis risk for male breast cancer patients based on an interpretable machine learning model	16
Development, implementation, and evaluation of neonatal thermoregulation decision support web application	15
Development and external validation of machine learning models for the early prediction of malnutrition in critically ill patients: a prospective observational study	15
Beyond labels: determining the true type of blood gas samples in ICU patients through supervised machine learning	15
Memory rehabilitation during the COVID-19 pandemic	15
Which risk factor best predicts coronary artery disease using artificial neural network method?	15