BMC Medical Informatics and Decision Making

Article	Citations
Whole-cycle management of women with epilepsy of child-bearing age: ontology construction and application	502
Patients’ and plastic surgeons’ experiences with an online patient decision aid for breast reconstruction: considerations for nationwide implementation	384
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	299
Hypercubes to identify geomarkers of rapid cystic fibrosis lung disease progression	248
Detecting cognitive impairment in cerebrovascular disease using gait, dual tasks, and machine learning	243
Improving computerized decision support system interventions: a qualitative study combining the theoretical domains framework with the GUIDES Checklist	228
Second opinion machine learning for fast-track pathway assignment in hip and knee replacement surgery: the use of patient-reported outcome measures	165
AMPDECIDE amputation level patient decision aids: a feasibility study	162
The development and phase 1 evaluation of a Decision Aid for elective egg freezing	153
Supporting parent treatment decision-making in relapsed and refractory neuroblastoma: co-design of a web-based intervention	143
Validation of a computerized decision support system to review pharmacotherapy treatment: scheduling guidelines	143
Providing evidence-based knowledge on nursing interventions at the point of care: findings from a mapping project	130
In silico clinical trials for relapsing-remitting multiple sclerosis with MS TreatSim	126
From algorithms to action: improving patient care requires causality	122
Prediction of lymphedema occurrence in patients with breast cancer using the optimized combination of ensemble learning algorithm and feature selection	101
Building a trustworthy AI differential diagnosis application for Crohn’s disease and intestinal tuberculosis	100
Early prediction of mortality upon intensive care unit admission	95
Utilizing machine learning algorithms to predict subject genetic mutation class from in silico models of neuronal networks	94
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	84
Respiratory sound analysis for ICU clinical decision support: deep learning-based classification of normal and abnormal sounds using real ICU data	82
An exploration into physician and surgeon data sensemaking: a qualitative systematic review using thematic synthesis	78
PhenoNMF: A novel multi-layer matrix factorization framework for age-stratified comprehensive phenotypic similarity analysis	76
Research on the generalization of a blood donor recruitment framework based on machine learning	75
Mortality and morbidity patterns in Yaoundé, Cameroon: an ICD-11 classification-based analysis	72

Timing matters: a machine learning–driven comparison of community and hospital-onset sepsis	72
ProtoMAP: prototypical network based few-shot learning for missed abortion prediction	71
Derivation and validation of a clinical predictive model for longer duration diarrhea among pediatric patients in Kenya using machine learning algorithms	66
Task-Technology Fit of Artificial Intelligence-based clinical decision support systems: a review of qualitative studies	66
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
Cervical cancer screening uptake and its associated factor in Sub-Sharan Africa: a machine learning approach	63
Using artificial intelligence to identify patients with migraine and associated symptoms and conditions within electronic health records	61
Construction and SHAP interpretability analysis of a risk prediction model for feeding intolerance in preterm newborns based on machine learning	59
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	57
Lactate dehydrogenase to albumin ratio and poor prognosis after thrombolysis in ischemic stroke patients: developing a novel nomogram	56
Deep learning-based classification of dementia using image representation of subcortical signals	55
Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning	53
Interoperability of heterogeneous health information systems: a systematic literature review	52
Advanced AI-driven approach for enhanced brain tumor detection from MRI images utilizing EfficientNetB2 with equalization and homomorphic filtering	52
Data-driven decision making in patient management: a systematic review	52
Development and usability evaluation of a mHealth application for albinism self-management	50
Real-time non-invasive hemoglobin prediction using deep learning-enabled smartphone imaging	50
Explainable AI for enhanced accuracy in malaria diagnosis using ensemble machine learning models	50
Cardiovascular disease incidence prediction by machine learning and statistical techniques: a 16-year cohort study from eastern Mediterranean region	49
The Infomóvel—An information system for managing HIV/AIDS patients in rural areas of Mozambique	48
Analysis and knowledge extraction of newborn resuscitation activities from annotation files	48
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	48
Participant characteristics and reasons for non-consent to health information linkage for research: experiences from the ATHENA COVID-19 study	48
Modified multiscale Renyi distribution entropy for short-term heart rate variability analysis	47
Predicting perinatal mortality based on maternal health status and health insurance service using homogeneous ensemble machine learning methods	46
The impact of a patient decision aid for patients with advanced laryngeal carcinoma – a multicenter study	46
Application of artificial intelligence medical imaging aided diagnosis system in the diagnosis of pulmonary nodules	44
Hand movements prediction via fNIRS and AI algorithms	43
PheNominal: an EHR-integrated web application for structured deep phenotyping at the point of care	43
AI-assisted tumor board decision-making in pancreatic oncology	42
Enhanced ovarian cancer survival prediction using temporal analysis and graph neural networks	41
Development of a machine-learning based diagnosis procedure to distinguish aortic dissection from non-ST-elevation myocardial infarction	41
Lactate-albumin ratio predicts in-hospital mortality in critically Ill patients with congestive heart failure and diabetes	41
Predictive machine learning for postoperative pain using biosignals: a retrospective observational study	41
Predicting blood transfusion demand in intensive care patients after surgery by comparative analysis of temporally extended data selection	40
Deep learning-driven modality imputation and subregion segmentation to enhance high-grade glioma grading	39
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	37
The development of a decision aid to support treatment choice in pelvic organ prolapse: a Delphi study	37
Identifying the presence and severity of dementia by applying interpretable machine learning techniques on structured clinical records	37
Can we ever have evidence-based decision making in orthopaedics? A qualitative evidence synthesis and conceptual framework	36
Building an ultrasound appointment system: focusing on instrument diversity and the scope of physician expertise	36
Identifying effective immune biomarkers in alopecia areata diagnosis based on machine learning methods	35
MODILM: towards better complex diseases classification using a novel multi-omics data integration learning model	35
Machine learning for the prediction of sepsis-related death: a systematic review and meta-analysis	34
Machine learning-based models for the prediction of breast cancer recurrence risk	34
Artificial intelligence for brain-to-speech decoding in paralysis: a systematic review	34
Correction: Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	33
Prediction of malignancy and metastasis of thyroid cancer by combined feature sets through advanced machine learning	33
Conceptual design of a generic data harmonization process for OMOP common data model	33

Correction to: Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary	33
Automated machine learning for early prediction of systemic inflammatory response syndrome in acute pancreatitis	33
Machine learning algorithms to predict intraoperative hemorrhage in surgical patients: a modeling study of real-world data in Shanghai, China	33
Principles of digital professionalism for the metaverse in healthcare	33
Using the technology acceptance model to assess clinician perceptions and experiences with a rheumatoid arthritis outcomes dashboard: qualitative study	32
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	32
The protocol of DECO-MOM: a clinical trial testing the effectiveness of a mobile application for an environmental health intervention among pregnant women	32
Harnessing computational tools of the digital era for enhanced infection control	31
Only the anxious ones? Identifying characteristics of symptom checker app users: a cross-sectional survey	31
Validation of the German eHealth impact questionnaire for online health information users affected by multiple sclerosis	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	31
Development and validation of an instrument to evaluate the perspective of using the electronic health record in a hospital setting	31
Early classification of functional connectomes in Parkinson’s disease: a comparison of machine learning classifiers using multi-scale topological features	31
A novel smartphone application for the tracking of procedural numbers and trainee experience in gastrointestinal endoscopy	31
Machine learning approach for the detection of vitamin D level: a comparative study	31
Risk assessment and prediction of early blood transfusion after joint replacement surgery: a clinical decision support model based on machine learning	30
A systematic comparison of short-term and long-term mortality prediction in acute myocardial infarction using machine learning models	30
Factors affecting the survival of prediabetic patients: comparison of Cox proportional hazards model and random survival forest method	30
Identification of clinical factors related to prediction of alcohol use disorder from electronic health records using feature selection methods	29
Machine learning models for predicting in-hospital mortality from acute pancreatitis in intensive care unit	29
A novel explainable machine learning-based healthy ageing scale	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	29
CardioGraph: a platform to study variations associated with familiar cardiopathies	28
Identification of confounders and estimating the causal effect of place of birth on age-specific childhood vaccination	28
Secondary use of health records for prediction, detection, and treatment planning in the clinical decision support system: a systematic review	28
Predicting the frequent exacerbator phenotype in COPD: development and validation of a multicenter real-world prediction model	28
Decision fatigue of surrogate decision-makers: a scoping review	28
Exploratory application of machine learning methods on patient reported data in the development of supervised models for predicting outcomes	28
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	28
Machine learning algorithms for predicting low birth weight in Ethiopia	28
Bayesian learning-based agent negotiation model to support doctor-patient shared decision making	27
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	27
Prediction of amyloid PET positivity via machine learning algorithms trained with EDTA-based blood amyloid-β oligomerization data	27
Development and user testing of a patient decision aid for cancer patients considering treatment for anxiety or depression	27
Drug closed-loop management system using mobile technology	27
Predicting peripheral venous catheter related phlebitis using machine learning (PPML): development and prospective validation of PPML for cardiology inpatients	27
The social experience of uncertainty: a qualitative analysis of emergency department care for suspected pneumonia for the design of decision support	27
Healthcare dashboard technologies and data visualization for lipid management: A scoping review	27
Interpretable machine-learning model for Predicting the Convalescent COVID-19 patients with pulmonary diffusing capacity impairment	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
A risk prediction model based on machine learning algorithm for parastomal hernia after permanent colostomy	25
Exploring parental factors influencing low birth weight on the 2022 CDC natality dataset	25
Understanding cancer patient cohorts in virtual reality environment for better clinical decisions: a usability study	25
Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	24
Development of a machine learning-based acuity score prediction model for virtual care settings	24
Modeling anesthetic-drug label detection for low-resource operating rooms	24
Chinese medical entity recognition based on the dual-branch TENER model	24
A nomogram for predicting sepsis-associated delirium: a retrospective study in MIMIC III	23
Comparing machine learning algorithms to predict 5-year survival in patients with chronic myeloid leukemia	23
Predicting the severity of COVID-19 using machine learning methods	23
Exploring the potential of ChatGPT in medical dialogue summarization: a study on consistency with human preferences	23
De-identified Bayesian personal identity matching for privacy-preserving record linkage despite errors: development and validation	23
Machine learning algorithms for predicting PTSD: a systematic review and meta-analysis	23
Adolescent, parent, and provider attitudes toward a machine learning based clinical decision support system for selecting treatment for youth depression	23
Usability evaluation of electronic health records at the trauma and emergency directorates at the Komfo Anokye teaching hospital in the Ashanti region of Ghana	23
Requirements and challenges of hospital dashboards: a systematic literature review	22
Modeling-based design of adaptive control strategy for the effective preparation of ‘Disease X’	22
Quantifying optimal inner limiting membrane peeling in macular hole surgery: a machine learning framework for predictive modeling and schematic visualization	22
Accompanying the prostate cancer patient pathway: evaluation of novel clinical decision support software in patients with early diagnosis of prostate cancer	22
Analyzing longitudinal antidiabetic medication patterns: a data-driven clustering framework	22
Anaesthesia professionals’ perspectives on ECG interpretation and arrhythmia situation awareness with Visual Patient Heart: a qualitative multicentre study	22
A pseudonymized corpus of occupational health narratives for clinical entity recognition in Spanish	22
Correction: Weight management personas of breast cancer patients undergoing chemotherapy in China: a multi-method study	22
Applying text-mining to clinical notes: the identification of patient characteristics from electronic health records (EHRs)	22
2.5D MFFAU-Net: a convolutional neural network for kidney segmentation	22
Risk factors and nomogram model for short-term postoperative complications in patients with hirschsprung disease	22
Systematic review and meta-analysis of workload among medical records coders in China	22
Designing and evaluating a mobile app to assist patients undergoing coronary angiography and assessing its impact on anxiety, stress levels, and self-care	21
The role of machine learning in developing non-magnetic resonance imaging based biomarkers for multiple sclerosis: a systematic review	21
Application of machine learning for the diagnosis and prognosis of sepsis-induced acute respiratory distress syndrome: a systematic review and meta-analysis	21
Machine learning algorithms’ accuracy in predicting kidney disease progression: a systematic review and meta-analysis	21
Haematology dimension reduction, a large scale application to regular care haematology data	21
Development, comparison, and internal validation of prediction models to determine the visual prognosis of patients with open globe injuries using machine learning approaches	21
A national platform for advancing self-care processes for the most common illnesses and conditions: designing, evaluating, and implementing	21
Precision cancer medicine and the doctor-patient relationship: a systematic review and narrative synthesis	21
Leveraging laboratory biomarkers to predict urosepsis after upper urinary tract stone surgery: an explainable machine learning approach	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
Optimising ePrescribing in hospitals through the interoperability of systems and processes: a qualitative study in the UK, US, Norway and the Netherlands	21

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	21
Creating a data warehouse to support monitoring of NSQHS blood management standard from EMR data	21
Clinician-in-the-loop screening saturation: predicting annotation yield for efficient EHR review	21
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	20
Machine learning-based prediction of ventilator therapeutic pressure for optimized CPAP titration	20
Assessment of compliance to the guidelines on nutritional support in a neonatal intensive care unit: association with an electronic health Records implementation	20
Machine learning based model for the early detection of Gestational Diabetes Mellitus	20
The validity of electronic health data for measuring smoking status: a systematic review and meta-analysis	20
A novel EEG-based major depressive disorder detection framework with two-stage feature selection	20
Context factors in clinical decision-making: 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
The association between video or telephone telemedicine visit type and orders in primary care	20
Development and perceived usability evaluation of an interactive smartphone application for the teaching of hemodynamics and evaluation of arterial pulse pressure variation	20
Application of machine learning techniques for predicting survival in ovarian cancer	20
Performance fairness of neural network models in early risk assessment of inpatients with varying severity: a retrospective study	20
Development and evaluation of regression tree models for predicting in-hospital mortality of a national registry of COVID-19 patients over six pandemic surges	19
Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy	19
Developing an interpretable machine learning model for easily detecting insulin resistance among breast cancer survivors: a cross-sectional study	19
Descriptive forest: experiments on a novel tree-structure-generalization method for describing cardiovascular diseases	19
Correction: Diagnosis of cardiac abnormalities based on phonocardiogram using a novel fuzzy matching feature extraction method	19
Exploring the role of Artificial Intelligence in Acute Kidney Injury management: a comprehensive review and future research agenda	19
Synthetic cervical spine radiographs: expert validation and transfer learning for low-data settings	19
A synthetic oversampling-based customized ResNet51-Conv1D framework for early colorectal cancer prediction using structured clinical data from the PLCO screening trial	19
Predictive value of machine learning for the progression of gestational diabetes mellitus to type 2 diabetes: a systematic review and meta-analysis	19
Trusted sources of information on COVID-19 vaccine in Uganda	19
The willingness to continue using wearable devices among the elderly: SEM and FsQCA analysis	19
Implementation of digital remote postoperative monitoring in routine practice: a qualitative study of barriers and facilitators	19
Application of artificial intelligence in predicting the results of open-heart surgery: a scoping review	19
Optimizing protein sequence classification: integrating deep learning models with Bayesian optimization for enhanced biological analysis	19
An effective multi-step feature selection framework for clinical outcome prediction using electronic medical records	19
Cardiac arrhythmia detection via PQRST analyzed data using an optimized hierarchical fused fuzzy deep reinforcement learning	19
An evaluation of GPT models for phenotype concept recognition	19
An interactive dashboard for analyzing user interaction patterns in the i2b2 clinical data warehouse	19
Mining comorbidities of opioid use disorder from FDA adverse event reporting system and patient electronic health records	19
Correction: Developing an interpretable machine learning model for easily detecting insulin resistance among breast cancer survivors: a cross-sectional study	18
The coming Omicron waves and factors affecting its spread after China reopening borders	18
Patient decision aid–supported shared decision making and short-term decision-making outcomes in type 2 diabetes: a prospective observational comparative study	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
Development and interpretability of an XGBoost model to predict high grade cervical intraepithelial neoplasia	18
A SuperLearner approach for predicting diabetic kidney disease upon the initial diagnosis of T2DM in hospital	18
%diag_test: a generic SAS macro for evaluating diagnostic accuracy measures for multiple diagnostic tests	18
Correction to: Developing a high-performance AI model for spontaneous intracerebral hemorrhage mortality prediction using machine learning in ICU settings	18
Community perspectives on the use of electronic health data to support reflective practice by health professionals	18
Proposal of a procedure to stratify the reidentification risk of medical data: RIMEDA	18
Automated extraction of information of lung cancer staging from unstructured reports of PET-CT interpretation: natural language processing with deep-learning	18
Optimizing emergency department efficiency: a comparative analysis of process mining and simulation models to mitigate overcrowding and waiting times	18
Data quality and associated factors in the health management information system at health centers in Shashogo district, Hadiya zone, southern Ethiopia, 2021	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
Fuzzy constraint-based agent negotiation framework for doctor-patient shared decision-making	18
Development of a quantitative index system for evaluating the quality of electronic medical records in disease risk intelligent prediction	18
Predicting angiographic coronary artery disease using machine learning and high-frequency QRS	18
Towards a prescribing monitoring system for medication safety evaluation within electronic health records: a scoping review	18
Integrating data science for the analysis of early years health inequalities: a Birmingham, UK case study	18
How successful is the CatBoost classifier in diagnosing different dental anomalies in patients via sella turcica and vertebral morphologic alteration?	17
Exploring the performance and explainability of fine-tuned BERT models for neuroradiology protocol assignment	17
TECRR: a benchmark dataset of radiological reports for BI-RADS classification with machine learning, deep learning, and large language model baselines	17
CycleGAN-based image-to-image translation for synthetic contrast enhancement in non-contrast cardiac CT: a ViT-CNN hybrid deep learning approach	17
Optimization of vision transformer-based detection of lung diseases from chest X-ray images	17
Optimizing myocardial infarction detection: a hybrid CNN-GRU deep learning approach	17
Automated algorithm in catheter-associated urinary tract infection identification using digital health records: validity and barriers in implementation into clinical practice	17
Using provocative design to foster electronic informed consent innovation	17
Explainable prediction of daily hospitalizations for cerebrovascular disease using stacked ensemble learning	17
Optimizing prognostic factors of five-year survival in gastric cancer patients using feature selection techniques with machine learning algorithms: a comparative study	17
Treatment decision support for esophageal cancer based on PET/CT data using deep learning	17
A mathematical and computational framework to predict the time to and recovery from osteoporosis via serial DEXA scans: a proof-of-concept model for digital decision support	17
Automatic data extraction to support meta-analysis statistical analysis: a case study on breast cancer	17
Multimodal deep learning-based diagnostic model for BPPV	17
Non-invasive arterial blood pressure measurement and SpO2 estimation using PPG signal: a deep learning framework	17
A machine learning approach to determine the risk factors for fall in multiple sclerosis	17
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	17
Empowering personalized oncology: evolution of digital support and visualization tools for molecular tumor boards	17
Through the eye to the heart: a scoping review of artificial intelligence in retinal imaging for cardiovascular disease assessment	17
Artificial intelligence of digital morphology analyzers improves the efficiency of manual leukocyte differentiation of peripheral blood	17
Comparing the performance of machine learning and conventional models for predicting atherosclerotic cardiovascular disease in a general Chinese population	17
Real-time estimation of the remaining surgery duration for cataract surgery using deep convolutional neural networks and long short-term memory	17
AI-assisted haematology: machine learning–based prediction of iron-deficiency anaemia from reticulocyte maturation indices	17
Knowledge management strategies and models in health context: a systematic review	17
The prediction of distant metastasis risk for male breast cancer patients based on an interpretable machine learning model	16
Natural language processing for geriatric syndromes: a systematic review of methods, applications, and challenges	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
Establishing a prediction model for the therapeutic outcomes of short-term and long-term orthokeratology treatment: using baseline data and changes in AL as dynamic variables	16
Clinical decision making under uncertainty: a bootstrapped counterfactual inference approach	16
DREAMER: a computational framework to evaluate readiness of datasets for machine learning	16
Domain and Language adaptive pre-training of BERT models for Korean-English bilingual clinical text analysis	16
Patients and healthcare professionals’ perspectives on the implementation of shared decision making in multiple myeloma: a multinational qualitative study	16
Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients	16
Explainable AI for infection prevention and control: modeling CPE acquisition and patient outcomes in an Irish hospital with transformers	16
A comparative study of CNN-capsule-net, CNN-transformer encoder, and Traditional machine learning algorithms to classify epileptic seizure	16
Developing a high-performance AI model for spontaneous intracerebral hemorrhage mortality prediction using machine learning in ICU settings	16
Utilization of patient portals: a cross-sectional study investigating associations with mobile app quality	16
Acute respiratory infections prediction through social media data and machine learning: a systematic review	16
Factors associated with the local control of brain metastases: a systematic search and machine learning application	16
Towards interpretable sleep stage classification with a multi-stream fusion network	16
Automatic segmentation of 15 critical anatomical labels and measurements of cardiac axis and cardiothoracic ratio in fetal four chambers using nnU-NetV2	16
Computer-aided autism diagnosis using visual attention models and eye-tracking: replication and improvement proposal	16