BMC Medical Informatics and Decision Making

Article	Citations
Value of normative belief in intention to use workplace health promotion apps	250
Second opinion machine learning for fast-track pathway assignment in hip and knee replacement surgery: the use of patient-reported outcome measures	235
Utilizing machine learning algorithms to predict subject genetic mutation class from in silico models of neuronal networks	189
The development and phase 1 evaluation of a Decision Aid for elective egg freezing	151
Evaluation of an ARF diagnosis calculator: a survey and content analysis	135
The association between Internet use and health-related outcomes in older adults and the elderly: a cross-sectional study	134
In silico clinical trials for relapsing-remitting multiple sclerosis with MS TreatSim	123
Whole-cycle management of women with epilepsy of child-bearing age: ontology construction and application	103
Prediction of lymphedema occurrence in patients with breast cancer using the optimized combination of ensemble learning algorithm and feature selection	102
Patients’ views of shared decision making in inflammatory bowel disease: a survey in China	98
Providing evidence-based knowledge on nursing interventions at the point of care: findings from a mapping project	95
Improving computerized decision support system interventions: a qualitative study combining the theoretical domains framework with the GUIDES Checklist	78
From algorithms to action: improving patient care requires causality	75
An exploration into physician and surgeon data sensemaking: a qualitative systematic review using thematic synthesis	74
User knowledge factors that hinder the design of new home healthcare devices: investigating thirty-eight devices and their manufacturers	73
Characterization and selection of Japanese electronic health record databases used as data sources for non-interventional observational studies	67
Patients’ and plastic surgeons’ experiences with an online patient decision aid for breast reconstruction: considerations for nationwide implementation	64
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	62
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	60
Detecting cognitive impairment in cerebrovascular disease using gait, dual tasks, and machine learning	60
Validation of a computerized decision support system to review pharmacotherapy treatment: scheduling guidelines	59
Insights into prescribing patterns for antidepressants: an evidence-based analysis	56
Deep learning-based classification of dementia using image representation of subcortical signals	56
A treatment recommender clinical decision support system for personalized medicine: method development and proof-of-concept for drug resistant tuberculosis	55
Learning from low-rank multimodal representations for predicting disease-drug associations	53

Derivation and validation of a clinical predictive model for longer duration diarrhea among pediatric patients in Kenya using machine learning algorithms	51
Mortality and morbidity patterns in Yaoundé, Cameroon: an ICD-11 classification-based analysis	51
Automatic detection of actionable radiology reports using bidirectional encoder representations from transformers	49
Creation of clinical algorithms for decision-making in oncology: an example with dose prescription in radiation oncology	49
Explainable AI for enhanced accuracy in malaria diagnosis using ensemble machine learning models	49
Using artificial intelligence to identify patients with migraine and associated symptoms and conditions within electronic health records	47
Early prediction of mortality upon intensive care unit admission	46
Lactate dehydrogenase to albumin ratio and poor prognosis after thrombolysis in ischemic stroke patients: developing a novel nomogram	45
Building a trustworthy AI differential diagnosis application for Crohn’s disease and intestinal tuberculosis	45
Advanced AI-driven approach for enhanced brain tumor detection from MRI images utilizing EfficientNetB2 with equalization and homomorphic filtering	43
Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning	42
A particle swarm optimization improved BP neural network intelligent model for electrocardiogram classification	41
Construction and SHAP interpretability analysis of a risk prediction model for feeding intolerance in preterm newborns based on machine learning	41
Real-time non-invasive hemoglobin prediction using deep learning-enabled smartphone imaging	41
SEM model analysis of diabetic patients’ acceptance of artificial intelligence for diabetic retinopathy	40
Using the technology acceptance model to assess clinician perceptions and experiences with a rheumatoid arthritis outcomes dashboard: qualitative study	39
Interoperability of heterogeneous health information systems: a systematic literature review	39
Participant characteristics and reasons for non-consent to health information linkage for research: experiences from the ATHENA COVID-19 study	39
Mean generation function model in AIDS epidemic estimation	39
Predicting perinatal mortality based on maternal health status and health insurance service using homogeneous ensemble machine learning methods	38
Classification of COVID-19 electrocardiograms by using hexaxial feature mapping and deep learning	37
Deep learning model for multi-classification of infectious diseases from unstructured electronic medical records	37
The protocol of DECO-MOM: a clinical trial testing the effectiveness of a mobile application for an environmental health intervention among pregnant women	36
Only the anxious ones? Identifying characteristics of symptom checker app users: a cross-sectional survey	36
Explainable AI enables clinical trial patient selection to retrospectively improve treatment effects in schizophrenia	35
MODILM: towards better complex diseases classification using a novel multi-omics data integration learning model	35
Automated machine learning for early prediction of systemic inflammatory response syndrome in acute pancreatitis	34
Machine learning algorithms to predict intraoperative hemorrhage in surgical patients: a modeling study of real-world data in Shanghai, China	34
Principles of digital professionalism for the metaverse in healthcare	34
Conceptual design of a generic data harmonization process for OMOP common data model	33
Enhanced ovarian cancer survival prediction using temporal analysis and graph neural networks	33
Predicting blood transfusion demand in intensive care patients after surgery by comparative analysis of temporally extended data selection	32
Machine learning approach for the detection of vitamin D level: a comparative study	32
Machine learning for the prediction of sepsis-related death: a systematic review and meta-analysis	31
Identifying the presence and severity of dementia by applying interpretable machine learning techniques on structured clinical records	31
Investigate knowledge management technology implementation for supporting decision making in Ethiopian health sectors	31
Correction to: Adaptation and validation of a coding algorithm for the Charlson Comorbidity Index in administrative claims data using the SNOMED CT standardized vocabulary	31
Analysis and knowledge extraction of newborn resuscitation activities from annotation files	30
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	30
Correction: Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	30
PheNominal: an EHR-integrated web application for structured deep phenotyping at the point of care	30
Development and validation of an instrument to evaluate the perspective of using the electronic health record in a hospital setting	29
Validation of the German eHealth impact questionnaire for online health information users affected by multiple sclerosis	29
Identifying effective immune biomarkers in alopecia areata diagnosis based on machine learning methods	29
Cardiovascular disease incidence prediction by machine learning and statistical techniques: a 16-year cohort study from eastern Mediterranean region	28
Development and usability evaluation of a mHealth application for albinism self-management	28
Predicting miRNA-disease associations via layer attention graph convolutional network model	28
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	28
The Infomóvel—An information system for managing HIV/AIDS patients in rural areas of Mozambique	28
The most used questionnaires for evaluating satisfaction, usability, acceptance, and quality outcomes of mobile health	27

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	27
Identifying and evaluating clinical subtypes of Alzheimer’s disease in care electronic health records using unsupervised machine learning	26
Retrospective descriptive assessment of clinical decision support medication-related alerts in two Saudi Arabian hospitals	26
Machine learning-based models for the prediction of breast cancer recurrence risk	26
Explaining multivariate molecular diagnostic tests via Shapley values	26
Modified multiscale Renyi distribution entropy for short-term heart rate variability analysis	26
A novel smartphone application for the tracking of procedural numbers and trainee experience in gastrointestinal endoscopy	25
Interpretable machine-learning model for Predicting the Convalescent COVID-19 patients with pulmonary diffusing capacity impairment	25
Factors associated with nurses' user resistance to change of electronic health record systems	25
Adolescent, parent, and provider attitudes toward a machine learning based clinical decision support system for selecting treatment for youth depression	25
Development of a machine learning-based acuity score prediction model for virtual care settings	24
Exploring parental factors influencing low birth weight on the 2022 CDC natality dataset	24
Susceptibility of AutoML mortality prediction algorithms to model drift caused by the COVID pandemic	24
De-identified Bayesian personal identity matching for privacy-preserving record linkage despite errors: development and validation	23
Exploratory application of machine learning methods on patient reported data in the development of supervised models for predicting outcomes	23
AMFormulaS: an intelligent retrieval system for traditional Chinese medicine formulas	22
YouTube as a source of information during the Covid-19 pandemic: a content analysis of YouTube videos published during January to March 2020	22
Machine learning algorithms for predicting low birth weight in Ethiopia	22
Requirements and challenges of hospital dashboards: a systematic literature review	22
A risk prediction model based on machine learning algorithm for parastomal hernia after permanent colostomy	22
CardioGraph: a platform to study variations associated with familiar cardiopathies	22
The perceived importance of prognostic aspects considered by physicians during work disability evaluation: a survey	22
Exploring the potential of ChatGPT in medical dialogue summarization: a study on consistency with human preferences	22
Factors affecting the survival of prediabetic patients: comparison of Cox proportional hazards model and random survival forest method	22
A nomogram for predicting sepsis-associated delirium: a retrospective study in MIMIC III	22
The effect of capacity building evidence-based medicine training on its implementation among healthcare professionals in Southwest Ethiopia: a controlled quasi-experimental outcome evaluation	21
Communicating the results of risk-based breast cancer screening through visualizations of risk: a participatory design approach	21
Harnessing computational tools of the digital era for enhanced infection control	21
Data privacy-aware machine learning approach in pancreatic cancer diagnosis	21
A novel explainable machine learning-based healthy ageing scale	21
Identification of clinical factors related to prediction of alcohol use disorder from electronic health records using feature selection methods	21
Prediction of amyloid PET positivity via machine learning algorithms trained with EDTA-based blood amyloid-β oligomerization data	21
Factors affecting the performance of brain arteriovenous malformation rupture prediction models	21
Identification of confounders and estimating the causal effect of place of birth on age-specific childhood vaccination	20
Development and user testing of a patient decision aid for cancer patients considering treatment for anxiety or depression	20
Prognosis patients with COVID-19 using deep learning	20
Chinese medical entity recognition based on the dual-branch TENER model	20
Predicting atrial fibrillation episodes with rapid ventricular rates associated with low levels of activity	20
2.5D MFFAU-Net: a convolutional neural network for kidney segmentation	20
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	19
Drug closed-loop management system using mobile technology	19
Usability evaluation of electronic health records at the trauma and emergency directorates at the Komfo Anokye teaching hospital in the Ashanti region of Ghana	19
Bayesian learning-based agent negotiation model to support doctor-patient shared decision making	19
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	19
Kernel principal components based cascade forest towards disease identification with human microbiota	19
Healthcare dashboard technologies and data visualization for lipid management: A scoping review	19
Machine learning algorithms for predicting PTSD: a systematic review and meta-analysis	19
Understanding cancer patient cohorts in virtual reality environment for better clinical decisions: a usability study	19
Automatic RadLex coding of Chinese structured radiology reports based on text similarity ensemble	19
ICD-11: an international classification of diseases for the twenty-first century	18
Creating a data warehouse to support monitoring of NSQHS blood management standard from EMR data	18
Machine learning based model for the early detection of Gestational Diabetes Mellitus	18
Evaluating breast cancer websites targeting Arabic speakers: empirical investigation of popularity, availability, accessibility, readability, and quality	18
Comparing machine learning algorithms to predict 5-year survival in patients with chronic myeloid leukemia	18
Development and perceived usability evaluation of an interactive smartphone application for the teaching of hemodynamics and evaluation of arterial pulse pressure variation	18
Context factors in clinical decision-making: a scoping review	18
The validity of electronic health data for measuring smoking status: a systematic review and meta-analysis	18
The social experience of uncertainty: a qualitative analysis of emergency department care for suspected pneumonia for the design of decision support	18
A mental models approach for defining explainable artificial intelligence	18
Applying nonlinear measures to the brain rhythms: an effective method for epilepsy diagnosis	18
Modeling-based design of adaptive control strategy for the effective preparation of ‘Disease X’	17
Adapted time-varying covariates Cox model for predicting future cirrhosis development performs well in a large hepatitis C cohort	17
Designing and evaluating a mobile app to assist patients undergoing coronary angiography and assessing its impact on anxiety, stress levels, and self-care	17
Development and evaluation of regression tree models for predicting in-hospital mortality of a national registry of COVID-19 patients over six pandemic surges	17
Optimizing protein sequence classification: integrating deep learning models with Bayesian optimization for enhanced biological analysis	17
Use of diagnostic likelihood ratio of outcome to evaluate misclassification bias in the planning of database studies	17
Mining comorbidities of opioid use disorder from FDA adverse event reporting system and patient electronic health records	17
Correction: Weight management personas of breast cancer patients undergoing chemotherapy in China: a multi-method study	17
A pseudonymized corpus of occupational health narratives for clinical entity recognition in Spanish	17
Precision cancer medicine and the doctor-patient relationship: a systematic review and narrative synthesis	17
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	17
An effective multi-step feature selection framework for clinical outcome prediction using electronic medical records	16
A national platform for advancing self-care processes for the most common illnesses and conditions: designing, evaluating, and implementing	16
Intelligent virtual case learning system based on real medical records and natural language processing	16
The association between video or telephone telemedicine visit type and orders in primary care	16
Haematology dimension reduction, a large scale application to regular care haematology data	16
Exploring the role of Artificial Intelligence in Acute Kidney Injury management: a comprehensive review and future research agenda	16
Development, comparison, and internal validation of prediction models to determine the visual prognosis of patients with open globe injuries using machine learning approaches	16
Developing machine learning-based models to predict intrauterine insemination (IUI) success by address modeling challenges in imbalanced data and providing modification solutions for them	16
Prevention and control of urinary tract stones using a smartphone-based self-care application: design and evaluation	16

Ensemble learning for the early prediction of neonatal jaundice with genetic features	16
An evaluation of GPT models for phenotype concept recognition	16
Predictive value of machine learning for the progression of gestational diabetes mellitus to type 2 diabetes: a systematic review and meta-analysis	15
Factors influencing online orthopedic doctor–patient consultations	15
ECG signal classification based on deep CNN and BiLSTM	15
Quantifying the impact of addressing data challenges in prediction of length of stay	15
Quantum algorithm for quicker clinical prognostic analysis: an application and experimental study using CT scan images of COVID-19 patients	15
Implementation of digital remote postoperative monitoring in routine practice: a qualitative study of barriers and facilitators	15
Systematic review and meta-analysis of workload among medical records coders in China	15
The willingness to continue using wearable devices among the elderly: SEM and FsQCA analysis	15
Application of machine learning techniques for predicting survival in ovarian cancer	15
Participatory methods in a digital setting: experiences from the co-creation of an eHealth tool for people with chronic obstructive pulmonary disease	15
Machine learning clinical prediction models for acute kidney injury: the impact of baseline creatinine on prediction efficacy	15
A machine learning classifier approach for identifying the determinants of under-five child undernutrition in Ethiopian administrative zones	15
Machine learning algorithms’ accuracy in predicting kidney disease progression: a systematic review and meta-analysis	15
Optimising ePrescribing in hospitals through the interoperability of systems and processes: a qualitative study in the UK, US, Norway and the Netherlands	15
The role of machine learning in developing non-magnetic resonance imaging based biomarkers for multiple sclerosis: a systematic review	15
A novel EEG-based major depressive disorder detection framework with two-stage feature selection	15
Development of a machine learning model to predict mild cognitive impairment using natural language processing in the absence of screening	15
Identifying drug-related attributes to personalise antihypertensive agents: the outcome report of patients receiving metoprolol therapy	14
The coming Omicron waves and factors affecting its spread after China reopening borders	14
Descriptive forest: experiments on a novel tree-structure-generalization method for describing cardiovascular diseases	14
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	14
Data quality and associated factors in the health management information system at health centers in Shashogo district, Hadiya zone, southern Ethiopia, 2021	14
Surrogate endpoint evaluation using data from one large global randomized controlled trial	14
Risk-adjusted zero-inflated Poisson CUSUM charts for monitoring influenza surveillance data	14
Development and user-testing of a brief decision aid for aspirin as a preventive approach alongside colorectal cancer screening	14
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	14
Multimodal deep learning-based diagnostic model for BPPV	14
An interactive dashboard for analyzing user interaction patterns in the i2b2 clinical data warehouse	14
%diag_test: a generic SAS macro for evaluating diagnostic accuracy measures for multiple diagnostic tests	14
Health information systems in developing countries: case of African countries	14
Optimizing emergency department efficiency: a comparative analysis of process mining and simulation models to mitigate overcrowding and waiting times	14
Correction: Diagnosis of cardiac abnormalities based on phonocardiogram using a novel fuzzy matching feature extraction method	14
Fuzzy constraint-based agent negotiation framework for doctor-patient shared decision-making	14
Predicting angiographic coronary artery disease using machine learning and high-frequency QRS	14
Trusted sources of information on COVID-19 vaccine in Uganda	14
The development of a decision aid to support Hodgkin lymphoma survivors considering lung cancer screening	14
Automated extraction of information of lung cancer staging from unstructured reports of PET-CT interpretation: natural language processing with deep-learning	14
Real-time estimation of the remaining surgery duration for cataract surgery using deep convolutional neural networks and long short-term memory	14
Enriching limited information on rare diseases from heterogeneous networks for drug repositioning	14
Using provocative design to foster electronic informed consent innovation	13
Artificial intelligence of digital morphology analyzers improves the efficiency of manual leukocyte differentiation of peripheral blood	13
Automatic data extraction to support meta-analysis statistical analysis: a case study on breast cancer	13
Comparing the performance of machine learning and conventional models for predicting atherosclerotic cardiovascular disease in a general Chinese population	13
Optimizing prognostic factors of five-year survival in gastric cancer patients using feature selection techniques with machine learning algorithms: a comparative study	13
Clinical decision making under uncertainty: a bootstrapped counterfactual inference approach	13
Development of a quantitative index system for evaluating the quality of electronic medical records in disease risk intelligent prediction	13
Community perspectives on the use of electronic health data to support reflective practice by health professionals	13
A SuperLearner approach for predicting diabetic kidney disease upon the initial diagnosis of T2DM in hospital	13
Non-invasive arterial blood pressure measurement and SpO2 estimation using PPG signal: a deep learning framework	13
Prediction of central venous catheter-associated deep venous thrombosis in pediatric critical care settings	13
Optimization of vision transformer-based detection of lung diseases from chest X-ray images	13
Overall performance of a drug–drug interaction clinical decision support system: quantitative evaluation and end-user survey	13
Document-level medical relation extraction via edge-oriented graph neural network based on document structure and external knowledge	13
Use of multidimensional item response theory methods for dementia prevalence prediction: an example using the Health and Retirement Survey and the Aging, Demographics, and Memory Study	12
Prediction of unplanned 30-day readmission for ICU patients with heart failure	12
Computer-aided autism diagnosis using visual attention models and eye-tracking: replication and improvement proposal	12
A deep semantic segmentation correction network for multi-model tiny lesion areas detection	12
The prediction of distant metastasis risk for male breast cancer patients based on an interpretable machine learning model	12
Towards interpretable sleep stage classification with a multi-stream fusion network	12
Developing a high-performance AI model for spontaneous intracerebral hemorrhage mortality prediction using machine learning in ICU settings	12
Factors associated with the local control of brain metastases: a systematic search and machine learning application	12
Analyzing the medical record homepages quality in a Chinese EMR system	12
Research, development, and evaluation of the practical effect of a storage inflow and outflow management system for consumables in the endocrinology department of a hospital	12
DREAMER: a computational framework to evaluate readiness of datasets for machine learning	12
An informatics consult approach for generating clinical evidence for treatment decisions	12
Empowering personalized oncology: evolution of digital support and visualization tools for molecular tumor boards	12
Automatic segmentation of 15 critical anatomical labels and measurements of cardiac axis and cardiothoracic ratio in fetal four chambers using nnU-NetV2	12
A bibliometric analysis of global research output on network meta-analysis	12
Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients	12
How successful is the CatBoost classifier in diagnosing different dental anomalies in patients via sella turcica and vertebral morphologic alteration?	12
Users’ experiences with an interactive Evidence to Decision (iEtD) framework: a qualitative analysis	12
Explainable prediction of daily hospitalizations for cerebrovascular disease using stacked ensemble learning	12
Intelligent identification system of gastric stromal tumors based on blood biopsy indicators	12
A machine learning approach to determine the risk factors for fall in multiple sclerosis	12
Design and evaluation of a mobile-based nutrition education application for infertile women in Iran	12
Utilization of patient portals: a cross-sectional study investigating associations with mobile app quality	12
The future of medical scribes documenting in the electronic health record: results of an expert consensus conference	12
TECRR: a benchmark dataset of radiological reports for BI-RADS classification with machine learning, deep learning, and large language model baselines	12
CRISP: A causal relationships-guided deep learning framework for advanced ICU mortality prediction	12
Evaluation of medical decision support systems (DDX generators) using real medical cases of varying complexity and origin	12
Continuous prediction for tumor mutation burden based on transcriptional data in gastrointestinal cancers	12
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	12
Quantitative prediction of postpartum hemorrhage in cesarean section on machine learning	11
A novel method for assessing cycling movement status: an exploratory study integrating deep learning and signal processing technologies	11
Screening for severe coronary stenosis in patients with apparently normal electrocardiograms based on deep learning	11
Explainable predictions of a machine learning model to forecast the postoperative length of stay for severe patients: machine learning model development and evaluation	11
Prediction of adverse pregnancy outcomes using machine learning techniques: evidence from analysis of electronic medical records data in Rwanda	11
Development and evaluation of a whole-chain management system for critical value reporting	11
Which risk factor best predicts coronary artery disease using artificial neural network method?	11
Can minimal clinically important differences in patient reported outcome measures be predicted by machine learning in patients with total knee or hip arthroplasty? A systematic review	11
Exploration of the optimal deep learning model for english-Japanese machine translation of medical device adverse event terminology	11
Knowledge-point classification using simple LSTM-based and siamese-based networks for virtual patient simulation	11
Correction: Causal analysis for multivariate integrated clinical and environmental exposures data	11