BMC Medical Informatics and Decision Making

Article	Citations
Multi-label annotation of text reports from computed tomography of the chest, abdomen, and pelvis using deep learning	413
Digital encounter decision aids linked to clinical practice guidelines: results from user testing SHARE-IT decision aids in primary care	198
InsightSleepNet: the interpretable and uncertainty-aware deep learning network for sleep staging using continuous Photoplethysmography	154
Evaluation and comparison of errors on nursing notes created by online and offline speech recognition technology and handwritten: an interventional study	133
Validating the representation of distance between infarct diseases using word embedding	111
Mortality and morbidity patterns in Yaoundé, Cameroon: an ICD-11 classification-based analysis	107
Derivation and validation of a clinical predictive model for longer duration diarrhea among pediatric patients in Kenya using machine learning algorithms	91
Knowledge-point classification using simple LSTM-based and siamese-based networks for virtual patient simulation	89
Insights into prescribing patterns for antidepressants: an evidence-based analysis	83
Machine learning model for predicting acute kidney injury progression in critically ill patients	78
Validation of a computerized decision support system to review pharmacotherapy treatment: scheduling guidelines	78
Joint modeling strategy for using electronic medical records data to build machine learning models: an example of intracerebral hemorrhage	72
Temporal topic model for clinical pathway mining from electronic medical records	65
Machine learning–based prediction model for hypofibrinogenemia after tigecycline therapy	65
Investigating the role of health information technology in the control and management of Systemic Lupus Erythematosus (SLE): a systematic review	63
Design, implementation, and evaluation of the computer-aided clinical decision support system based on learning-to-rank: collaboration between physicians and machine learning in the differential diagn	58
Machine learning predicts mortality based on analysis of ventilation parameters of critically ill patients: multi-centre validation	57
Cardiac arrhythmia detection using deep learning approach and time frequency representation of ECG signals	56
Predicting multiple sclerosis severity with multimodal deep neural networks	56
Is primary health care ready for artificial intelligence? What do primary health care stakeholders say?	52
Using an adaptive network-based fuzzy inference system for prediction of successful aging: a comparison with common machine learning algorithms	48
Enhancing heart failure treatment decisions: interpretable machine learning models for advanced therapy eligibility prediction using EHR data	48
Machine learning to predict no reflow and in-hospital mortality in patients with ST-segment elevation myocardial infarction that underwent primary percutaneous coronary intervention	46
Interpreting and coding causal relationships for quality and safety using ICD-11	45
A parametric model to jointly characterize rate, duration, and severity of exacerbations in episodic diseases	45

Negation recognition in clinical natural language processing using a combination of the NegEx algorithm and a convolutional neural network	43
Use of mobile phones for rehabilitative services among prosthetics users in rural Acholi sub-region of northern Uganda: findings from a qualitative study	42
Deep learning of movement behavior profiles and their association with markers of cardiometabolic health	42
A political economy analysis of strengthening health information system in Tanzania	41
Machine learning-based risk models for procedural complications of radiofrequency ablation for atrial fibrillation	40
Undercounting diagnoses in Australian general practice: a data quality study with implications for population health reporting	39
A mobile app (IDoThis) for multiple sclerosis self-management: development and initial evaluation	38
Building a knowledge base for colorectal cancer patient care using formal concept analysis	38
Prediction of lymphedema occurrence in patients with breast cancer using the optimized combination of ensemble learning algorithm and feature selection	37
Distinguished representation of identical mentions in bio-entity coreference resolution	37
User knowledge factors that hinder the design of new home healthcare devices: investigating thirty-eight devices and their manufacturers	37
Construction of exchange integrated information chain management model leading by information nurse for large instrument and equipment in operating room	36
Machine learning-based prediction of fainting during blood donations using donor properties and weather data as features	35
Memory rehabilitation during the COVID-19 pandemic	35
Evaluation of a shared decision-making strategy with online decision aids in surgical and orthopaedic practice: study protocol for the E-valuAID, a multicentre study with a stepped-wedge design	34
Adapting user-centered design principles to improve communication of peer parent narratives on pediatric tracheostomy	32
Evaluation of an ARF diagnosis calculator: a survey and content analysis	32
Application of openEHR archetypes to automate data quality rules for electronic health records: a case study	32
A prediction model based on artificial intelligence techniques for disintegration time and hardness of fast disintegrating tablets in pre-formulation tests	31
Rehab-AMD: co-design of an application for visual rehabilitation and monitoring of Age-related Macular Degeneration	31
Modeling the diagnosis of coronary artery disease by discriminant analysis and logistic regression: a cross-sectional study	31
Skin lesion segmentation using deep learning algorithm with ant colony optimization	31
Particle filter-based parameter estimation algorithm for prognostic risk assessment of progression in non-small cell lung cancer	30
Identifying self-reported health-related problems in home-based rehabilitation of older patients after hip replacement in China: a machine learning study based on Omaha system theory	30
Patients’ views of shared decision making in inflammatory bowel disease: a survey in China	30
Using the sociotechnical model to conduct a focused usability assessment of a breast reconstruction decision tool	30
Electronic clinical decision support for children with minor head trauma and intracranial injuries: a sociotechnical analysis	30
Evaluating semantic similarity methods for comparison of text-derived phenotype profiles	29
An ensemble learning with active sampling to predict the prognosis of postoperative non-small cell lung cancer patients	28
Probabilistic linguistic fuzzy cognitive maps: applications to the critical factors affecting the health of rural older adults	26
Application of machine learning models on predicting the length of hospital stay in fragility fracture patients	26
Cancer screening simulation models: a state of the art review	26
Electrocardiogram lead conversion from single-lead blindly-segmented signals	26
A clinical decision support system is associated with reduced loss to follow-up among patients receiving HIV treatment in Kenya: a cluster randomized trial	25
Predicting decompression surgery by applying multimodal deep learning to patients’ structured and unstructured health data	25
Quality indices for topic model selection and evaluation: a literature review and case study	25
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	25
Committee experiences of using formal consensus in healthcare guidelines: a longitudinal qualitative study	25
A psycho-educational intervention programme for parents with SGA foetuses supported by an adaptive mHealth system: design, proof of concept and usability assessment	24
Clinician perceptions of a clinical decision support system to reduce cardiovascular risk among prediabetes patients in a predominantly rural healthcare system	24
Comparing the effects of self- care education by lecture and smartphone application on self-efficacy of patients with thalassemia	24
Utilizing machine learning algorithms to predict subject genetic mutation class from in silico models of neuronal networks	24
Data management system for diabetes clinical trials: a pre-post evaluation study	24
Interpreting deep learning models for glioma survival classification using visualization and textual explanations	23
Development, implementation, and evaluation of neonatal thermoregulation decision support web application	23
Improving computerized decision support system interventions: a qualitative study combining the theoretical domains framework with the GUIDES Checklist	23
How can social robot use cases in healthcare be pushed - with an interoperable programming interface	22
Artificial intelligence for non-mass breast lesions detection and classification on ultrasound images: a comparative study	22
Development and application of Chinese medical ontology for diabetes mellitus	22
Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse	22

Real-time non-invasive hemoglobin prediction using deep learning-enabled smartphone imaging	22
Digital health literacy and digital engagement for people with severe mental ill health across the course of the COVID-19 pandemic in England	21
Patient profiled data for treatment decision-making: valuable as an add-on to hepatitis C clinical guidelines?	21
Building a trustworthy AI differential diagnosis application for Crohn’s disease and intestinal tuberculosis	21
Which risk factor best predicts coronary artery disease using artificial neural network method?	21
Machine learning with asymmetric abstention for biomedical decision-making	21
A command centre implementation before and during the COVID-19 pandemic in a community hospital	21
Special supplement issue on quality assurance and enrichment of biological and biomedical ontologies and terminologies	21
Mining of EHR for interface terminology concepts for annotating EHRs of COVID patients	21
Escape to the future – a qualitative study of physicians’ views on the work environment, education, and support in a digital context	20
Motive perception pathways to the release of personal information to healthcare organizations	20
Providing evidence-based knowledge on nursing interventions at the point of care: findings from a mapping project	20
Qualitative analysis of shared decision-making for chemoprevention in the primary care setting: provider-related barriers	20
lab2clean: a novel algorithm for automated cleaning of retrospective clinical laboratory results data for secondary uses	19
Modeling count data for health care utilization: an empirical study of outpatient visits among Vietnamese older people	19
Development of clinical-guideline-based mobile application and its effect on head CT scan utilization in neurology and neurosurgery departments	19
Exploring drivers of patient satisfaction using a random forest algorithm	18
Pharmaceutical mobile application for visually-impaired people in Thailand: development and implementation	18
Testing delivery of components of cognitive behavioral therapy for insomnia to breast cancer survivors by smart speaker: a study protocol	18
The 4P telehealth business framework for Iran	18
Automatic recognition of micronucleus by combining attention mechanism and AlexNet	18
Construction of a demand and capacity model for intensive care and hospital ward beds, and mortality from COVID-19	18
Learning from low-rank multimodal representations for predicting disease-drug associations	17
Hellenic registry of patients with home mechanical ventilation (HR-HMV): profiling sleep Apnea–Hypopnea syndrome patients across Greece	17
Understanding how and under what circumstances decision coaching works for people making healthcare decisions: a realist review	17
The development and phase 1 evaluation of a Decision Aid for elective egg freezing	17
Whole-cycle management of women with epilepsy of child-bearing age: ontology construction and application	17
Development of a communication platform for patients with head and neck cancer for effective information delivery and improvement of doctor–patient relationship: application of treatment journey-based	17
OnTARi: an ontology for factors influencing therapy adherence to rehabilitation	17
Implications for the design of a Diagnostic Decision Support System (DDSS) to reduce time and cost to diagnosis in paediatric shoulder instability	17
Machine learning based biomarker discovery for chronic kidney disease–mineral and bone disorder (CKD-MBD)	17
BertSRC: transformer-based semantic relation classification	17
A hybrid cost-sensitive ensemble for heart disease prediction	17
Does combining numerous data types in multi-omics data improve or hinder performance in survival prediction? Insights from a large-scale benchmark study	16
Evaluation of HIV/AIDS-related mobile health applications content using an evidence-based content rating tool	16
Improving medical term embeddings using UMLS Metathesaurus	16
The test characteristics of a biased or ignorant diagnostician	16
From algorithms to action: improving patient care requires causality	16
Application of the QFD-fuzzy-SERVQUAL methodology as a quality planning tool at the surgical centre of a public teaching hospital	16
Identification of hot regions in hub protein–protein interactions by clustering and PPRA optimization	16
Changes in sensory, postural stability and gait functions depending on cognitive decline, and possible markers for detection of cognitive status	16
Development of a mobile application to represent food intake in inpatients: dietary data systematization	16
A hybrid sampling algorithm combining synthetic minority over-sampling technique and edited nearest neighbor for missed abortion diagnosis	16
Machine learning-empowered sleep staging classification using multi-modality signals	16
Using a smartphone-based self-management platform to study sex differences in Parkinson’s disease: multicenter, cross-sectional pilot study	15
Early prediction of mortality upon intensive care unit admission	15
Value of normative belief in intention to use workplace health promotion apps	15
“It’s all about time and timing”: nursing staffs’ experiences with an agile development process, from its initial requirements to the deployment of its outcome of ICT solutions to support discharge pl	15
Automatic deep learning-based pleural effusion segmentation in lung ultrasound images	15
Characterization and selection of Japanese electronic health record databases used as data sources for non-interventional observational studies	15
Homeostasis imbalance process ontology: a study on COVID-19 infectious processes	15
Impact of mobile application and outpatient follow-up on renal endpoints and physiological indices in patients with chronic kidney disease: a retrospective cohort study in Southwest China	15
Automated redaction of names in adverse event reports using transformer-based neural networks	15
A treatment recommender clinical decision support system for personalized medicine: method development and proof-of-concept for drug resistant tuberculosis	15
On the role of deep learning model complexity in adversarial robustness for medical images	14
An electronic medical records study of population obesity prevalence in El Paso, Texas	14
Comparison of the effects of burn assessment mission game with feedback lecture on nursing students’ knowledge and skills in the burn patients’ assessment: a randomized clinical trial	14
Implementation of an Electronic Medication Management System in a large tertiary hospital: a case of qualitative inquiry	14
The consequences of data dispersion in genomics: a comparative analysis of data sources for precision medicine	14
Measuring the worldwide spread of COVID-19 using a comprehensive modeling method	14
Usefulness of smartphone use among surgeons in clinical practice during the pandemic of COVID-19: a cross-sectional study	14
Diagnostic performance of classification trees and hematological functions in hematologic disorders: an application of multidimensional scaling and cluster analysis	14
Development of a web-based patient decision aid for myopia laser correction method	14
An exploration into physician and surgeon data sensemaking: a qualitative systematic review using thematic synthesis	14
Machine learning pipeline to analyze clinical and proteomics data: experiences on a prostate cancer case	14
Quantitative prediction of postpartum hemorrhage in cesarean section on machine learning	14
Continual learning framework for a multicenter study with an application to electrocardiogram	13
Spatiotemporal evolution of epileptic seizure based on mutual information and dynamic brain network	13
Operationalizing and digitizing person-centered daily functioning: a case for functionomics	13
Combining structured and unstructured data in EMRs to create clinically-defined EMR-derived cohorts	13
Resource management framework using simulation modeling and multi-objective optimization: a case study of a front-end department of a public hospital in Thailand	13
Transition to a new nursing information system embedded with clinical decision support: a mixed-method study using the HOT-fit framework	13
Named entity recognition of Chinese electronic medical records based on a hybrid neural network and medical MC-BERT	13
RegEMR: a natural language processing system to automatically identify premature ovarian decline from Chinese electronic medical records	13
Creation of clinical algorithms for decision-making in oncology: an example with dose prescription in radiation oncology	13
Comparison of usability evaluation methods for a health information system: heuristic evaluation versus cognitive walkthrough method	13
Acceptance of clinical decision support system to prevent venous thromboembolism among nurses: an extension of the UTAUT model	13
Combining unsupervised, supervised and rule-based learning: the case of detecting patient allergies in electronic health records	13
MSAL-Net: improve accurate segmentation of nuclei in histopathology images by multiscale attention learning network	13
Second opinion machine learning for fast-track pathway assignment in hip and knee replacement surgery: the use of patient-reported outcome measures	13

Multiple regression model to analyze the total LOS for patients undergoing laparoscopic appendectomy	13
Interpretable machine learning predicts cardiac resynchronization therapy responses from personalized biochemical and biomechanical features	13
Implementing Exercise = Medicine in routine clinical care; needs for an online tool and key decisions for implementation of Exercise = Medicine within two Dutch academic hospitals	12
Integrating shared decision-making into primary care: lessons learned from a multi-centre feasibility randomized controlled trial	12
DEL-Thyroid: deep ensemble learning framework for detection of thyroid cancer progression through genomic mutation	12
Study on risk factors of diabetic peripheral neuropathy and establishment of a prediction model by machine learning	12
Permissioned blockchain network for proactive access control to electronic health records	12
Smartwatches in healthcare medicine: assistance and monitoring; a scoping review	12
Pilot deployment of a machine-learning enhanced prediction of need for hemorrhage resuscitation after trauma – the ShockMatrix pilot study	12
The effects of continuous care model using a smartphone application on adherence to treatment and self-efficacy among patients with multiple sclerosis	12
Performance evaluation of case definitions of type 1 diabetes for health insurance claims data in Japan	12
Opportunities and challenges of supervised machine learning for the classification of motor evoked potentials according to muscles	12
Factors affecting the mature use of electronic medical records by primary care physicians: a systematic review	12
Advanced AI-driven approach for enhanced brain tumor detection from MRI images utilizing EfficientNetB2 with equalization and homomorphic filtering	12
Evaluating MedDRA-to-ICD terminology mappings	12
Decision curve analysis confirms higher clinical utility of multi-domain versus single-domain prediction models in patients with open abdomen treatment for peritonitis	12
Contribution of information about acute and geriatric characteristics to decisions about life-sustaining treatment for old patients in intensive care	12
A particle swarm optimization improved BP neural network intelligent model for electrocardiogram classification	12
Face and content validity of the EMPOWER-UP questionnaire: a generic measure of empowerment in relational decision-making and problem-solving	12
Prediction of Sjögren’s disease diagnosis using matched electronic dental-health record data	12
Compliance with medical recommendations depending on the use of artificial intelligence as a diagnostic method	12
Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning	12
Predicting Gestational Diabetes Mellitus in the first trimester using machine learning algorithms: a cross-sectional study at a hospital fertility health center in Iran	11
Detection of K-complexes in EEG waveform images using faster R-CNN and deep transfer learning	11
Ethics and governance of trustworthy medical artificial intelligence	11
Collaborative learning from distributed data with differentially private synthetic data	11
Classification of coronary artery disease using radial artery pulse wave analysis via machine learning	11
In silico clinical trials for relapsing-remitting multiple sclerosis with MS TreatSim	11
Privacy-preserving data sharing infrastructures for medical research: systematization and comparison	11
Machine learning applications for early detection of esophageal cancer: a systematic review	11
The association between Internet use and health-related outcomes in older adults and the elderly: a cross-sectional study	11
Exploratory study on classification of diabetes mellitus through a combined Random Forest Classifier	11
Machine learning-driven clinical decision support system for concept-based searching: a field trial in a Norwegian hospital	11
A hybrid CNN-Bi-LSTM model with feature fusion for accurate epilepsy seizure detection	11
A novel signature model based on mitochondrial-related genes for predicting survival of colon adenocarcinoma	11
Electronic prescribing systems as tools to improve patient care: a learning health systems approach to increase guideline concordant prescribing for venous thromboembolism prevention	11
Evaluating the success of Iran Electronic Health Record System (SEPAS) based on the DeLone and McLean model: a cross-sectional descriptive study	11
Automatic detection of actionable radiology reports using bidirectional encoder representations from transformers	11
Usability evaluation of mHealth apps for elderly individuals: a scoping review	11
A pattern-discovery-based outcome predictive tool integrated with clinical data repository: design and a case study on contrast related acute kidney injury	11
Priority and age specific vaccination algorithm for the pandemic diseases: a comprehensive parametric prediction model	11
Prediction of adverse drug reactions based on knowledge graph embedding	11
Exploring perceptions of healthcare technologies enabled by artificial intelligence: an online, scenario-based survey	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
Hybrid-FHR: a multi-modal AI approach for automated fetal acidosis diagnosis	11
Construction and evaluation of a column chart model and a random forest model for predicting the prognosis of hydrodistention surgery in BPS/IC patients based on preoperative CD117, P2X3R, NGF, and Tr	11
Weight management personas of breast cancer patients undergoing chemotherapy in China: a multi-method study	11
Towards more efficient and robust evaluation of sepsis treatment with deep reinforcement learning	11
Construction and SHAP interpretability analysis of a risk prediction model for feeding intolerance in preterm newborns based on machine learning	11
Development an extended-information success system model (ISSM) based on nurses’ point of view for hospital EHRs: a combined framework and questionnaire	11
The most used questionnaires for evaluating telemedicine services	11
Shared decision making for anticoagulation reduces anxiety and improves adherence in patients with atrial fibrillation	11
Using artificial intelligence to identify patients with migraine and associated symptoms and conditions within electronic health records	11
Developing an integrated clinical decision support system for the early identification and management of kidney disease—building cross-sectoral partnerships	10
Interoperability of heterogeneous health information systems: a systematic literature review	10
Qualitative metrics from the biomedical literature for evaluating large language models in clinical decision-making: a narrative review	10
Predicting the risk of diabetes complications using machine learning and social administrative data in a country with ethnic inequities in health: Aotearoa New Zealand	10
Natural language processing data services for healthcare providers	10
Mobile health application for Thai women: investigation and model	10
Big data- and artificial intelligence-based hot-spot analysis of COVID-19: Gauteng, South Africa, as a case study	10
Study on medical dispute prediction model and its clinical-application effectiveness based on machine learning	10
Enhanced ovarian cancer survival prediction using temporal analysis and graph neural networks	10
Predictive model for congenital heart disease in children of Pakistan by using structural equation modeling	10
How to establish and sustain a disease registry: insights from a qualitative study of six disease registries in the UK	10
Correction to: Users’ experiences with an interactive Evidence to Decision (iEtD) framework: a qualitative analysis	10
Screening for severe coronary stenosis in patients with apparently normal electrocardiograms based on deep learning	10
Coding rules for uncertain and “ruled out” diagnoses in ICD-10 and ICD-11	10
How intervention studies measure the effectiveness of medication safety-related clinical decision support systems in primary and long-term care: a systematic review	10
Development of a novel mobile application, HBB Prompt, with human factors and user-centred design for Helping Babies Breathe skills retention in Uganda	10
Identifying the most critical side effects of antidepressant drugs: a new model proposal with quantum spherical fuzzy M-SWARA and DEMATEL techniques	10
Towards improving district health information system data consistency, report completeness and timeliness in Neno district, Malawi	10
A generalizable and interpretable model for mortality risk stratification of sepsis patients in intensive care unit	10
Explainable predictions of a machine learning model to forecast the postoperative length of stay for severe patients: machine learning model development and evaluation	10
Correction to: Evaluation of Doc’EDS: a French semantic search tool to query health documents from a clinical data warehouse	10
A Decision Tree-Driven IoT systems for improved pre-natal diagnostic accuracy	10
Which criteria are important in usability evaluation of mHealth applications: an umbrella review	10
Development and validation of an instrument to evaluate the perspective of using the electronic health record in a hospital setting	10
Quantifying causal effects from observed data using quasi-intervention	10
Predictive model of prognosis index for invasive micropapillary carcinoma of the breast based on machine learning: a SEER population-based study	10
Clinicians’ experiences of using and implementing a medical mobile phone app (QUiPP V2) designed to predict the risk of preterm birth and aid clinical decision making	9
Acceptability and use of the electronic community health information system and its determinants among health extension workers in Ethiopia: a retrospective cross-sectional observational study	9
Machine learning-based models for the prediction of breast cancer recurrence risk	9
Women and ethnoracial minorities with poor cardiovascular health measures associated with a higher risk of developing mood disorder	9
The impact of a computerized physician order entry system implementation on 20 different criteria of medication documentation—a before-and-after study	9
Patient similarity analytics for explainable clinical risk prediction	9
Measuring electronic health literacy in the context of diabetes care: psychometric evaluation of a Persian version of the condition-specific eHealth literacy scale for diabetes	9
Strategy maintenance in smart healthcare systems	9
Interpretable time-aware and co-occurrence-aware network for medical prediction	9
Temporal relationship of computed and structured diagnoses in electronic health record data	9
Dynamic Bayesian network for predicting physiological changes, organ dysfunctions and mortality risk in critical trauma patients	9
Cardiovascular disease incidence prediction by machine learning and statistical techniques: a 16-year cohort study from eastern Mediterranean region	9
Use of large scale EHR data to evaluate A1c utilization among sickle cell disease patients	9
Human-centered design of clinical decision support for management of hypertension with chronic kidney disease	9
Machine learning for the prediction of sepsis-related death: a systematic review and meta-analysis	9
Participant characteristics and reasons for non-consent to health information linkage for research: experiences from the ATHENA COVID-19 study	9