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	219
Evaluation and comparison of errors on nursing notes created by online and offline speech recognition technology and handwritten: an interventional study	154
InsightSleepNet: the interpretable and uncertainty-aware deep learning network for sleep staging using continuous Photoplethysmography	154
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	95
Knowledge-point classification using simple LSTM-based and siamese-based networks for virtual patient simulation	91
Insights into prescribing patterns for antidepressants: an evidence-based analysis	83
Validation of a computerized decision support system to review pharmacotherapy treatment: scheduling guidelines	78
Machine learning model for predicting acute kidney injury progression in critically ill patients	78
Joint modeling strategy for using electronic medical records data to build machine learning models: an example of intracerebral hemorrhage	76
Temporal topic model for clinical pathway mining from electronic medical records	72
Machine learning–based prediction model for hypofibrinogenemia after tigecycline therapy	66
Investigating the role of health information technology in the control and management of Systemic Lupus Erythematosus (SLE): a systematic review	65
Cardiac arrhythmia detection using deep learning approach and time frequency representation of ECG signals	64
Machine learning to predict no reflow and in-hospital mortality in patients with ST-segment elevation myocardial infarction that underwent primary percutaneous coronary intervention	63
A parametric model to jointly characterize rate, duration, and severity of exacerbations in episodic diseases	57
Negation recognition in clinical natural language processing using a combination of the NegEx algorithm and a convolutional neural network	55
Examining inclusivity: the use of AI and diverse populations in health and social care: a systematic review	53
Providing evidence-based knowledge on nursing interventions at the point of care: findings from a mapping project	51
Patients’ and plastic surgeons’ experiences with an online patient decision aid for breast reconstruction: considerations for nationwide implementation	51
lab2clean: a novel algorithm for automated cleaning of retrospective clinical laboratory results data for secondary uses	46
Use of mobile phones for rehabilitative services among prosthetics users in rural Acholi sub-region of northern Uganda: findings from a qualitative study	46
A political economy analysis of strengthening health information system in Tanzania	45

Machine learning-based risk models for procedural complications of radiofrequency ablation for atrial fibrillation	45
Undercounting diagnoses in Australian general practice: a data quality study with implications for population health reporting	43
Spatiotemporal evolution of epileptic seizure based on mutual information and dynamic brain network	42
Acceptance of clinical decision support system to prevent venous thromboembolism among nurses: an extension of the UTAUT model	40
Transition to a new nursing information system embedded with clinical decision support: a mixed-method study using the HOT-fit framework	40
Continual learning framework for a multicenter study with an application to electrocardiogram	39
A mobile app (IDoThis) for multiple sclerosis self-management: development and initial evaluation	38
Contribution of information about acute and geriatric characteristics to decisions about life-sustaining treatment for old patients in intensive care	38
Prediction of lymphedema occurrence in patients with breast cancer using the optimized combination of ensemble learning algorithm and feature selection	37
Machine learning-based prediction of fainting during blood donations using donor properties and weather data as features	37
Application of openEHR archetypes to automate data quality rules for electronic health records: a case study	36
Rehab-AMD: co-design of an application for visual rehabilitation and monitoring of Age-related Macular Degeneration	36
The 4P telehealth business framework for Iran	35
Particle filter-based parameter estimation algorithm for prognostic risk assessment of progression in non-small cell lung cancer	34
Patients’ views of shared decision making in inflammatory bowel disease: a survey in China	34
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	33
Evaluating semantic similarity methods for comparison of text-derived phenotype profiles	32
Committee experiences of using formal consensus in healthcare guidelines: a longitudinal qualitative study	32
Probabilistic linguistic fuzzy cognitive maps: applications to the critical factors affecting the health of rural older adults	32
Development, implementation, and evaluation of neonatal thermoregulation decision support web application	31
Artificial intelligence for non-mass breast lesions detection and classification on ultrasound images: a comparative study	31
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	31
Improving computerized decision support system interventions: a qualitative study combining the theoretical domains framework with the GUIDES Checklist	31
A command centre implementation before and during the COVID-19 pandemic in a community hospital	30
Which risk factor best predicts coronary artery disease using artificial neural network method?	30
Special supplement issue on quality assurance and enrichment of biological and biomedical ontologies and terminologies	30
Development and application of Chinese medical ontology for diabetes mellitus	30
A novel method for assessing cycling movement status: an exploratory study integrating deep learning and signal processing technologies	29
Patient profiled data for treatment decision-making: valuable as an add-on to hepatitis C clinical guidelines?	29
Decision tree model for predicting ovarian tumor malignancy based on clinical markers and preoperative circulating blood cells	29
Machine learning with asymmetric abstention for biomedical decision-making	29
How good is your synthetic data? SynthRO, a dashboard to evaluate and benchmark synthetic tabular data	29
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	27
Correction: Causal analysis for multivariate integrated clinical and environmental exposures data	26
Prediction of adverse pregnancy outcomes using machine learning techniques: evidence from analysis of electronic medical records data in Rwanda	26
Exploration of the optimal deep learning model for english-Japanese machine translation of medical device adverse event terminology	26
Predicting the risk of diabetes complications using machine learning and social administrative data in a country with ethnic inequities in health: Aotearoa New Zealand	26
Which criteria are important in usability evaluation of mHealth applications: an umbrella review	26
Understanding how and under what circumstances decision coaching works for people making healthcare decisions: a realist review	25
Machine learning based biomarker discovery for chronic kidney disease–mineral and bone disorder (CKD-MBD)	25
Hellenic registry of patients with home mechanical ventilation (HR-HMV): profiling sleep Apnea–Hypopnea syndrome patients across Greece	25
Construction of a demand and capacity model for intensive care and hospital ward beds, and mortality from COVID-19	25
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	25
A hybrid sampling algorithm combining synthetic minority over-sampling technique and edited nearest neighbor for missed abortion diagnosis	24
From algorithms to action: improving patient care requires causality	24
Machine learning-empowered sleep staging classification using multi-modality signals	24
Does combining numerous data types in multi-omics data improve or hinder performance in survival prediction? Insights from a large-scale benchmark study	24
Development of a mobile application to represent food intake in inpatients: dietary data systematization	24
Application of the QFD-fuzzy-SERVQUAL methodology as a quality planning tool at the surgical centre of a public teaching hospital	23
Automatic deep learning-based pleural effusion segmentation in lung ultrasound images	23

Usefulness of smartphone use among surgeons in clinical practice during the pandemic of COVID-19: a cross-sectional study	22
Cancer screening simulation models: a state of the art review	22
Distinguished representation of identical mentions in bio-entity coreference resolution	22
Modeling count data for health care utilization: an empirical study of outpatient visits among Vietnamese older people	22
An ensemble learning with active sampling to predict the prognosis of postoperative non-small cell lung cancer patients	22
Value of normative belief in intention to use workplace health promotion apps	22
An exploration into physician and surgeon data sensemaking: a qualitative systematic review using thematic synthesis	22
Learning from low-rank multimodal representations for predicting disease-drug associations	22
A psycho-educational intervention programme for parents with SGA foetuses supported by an adaptive mHealth system: design, proof of concept and usability assessment	22
Ethics and governance of trustworthy medical artificial intelligence	21
Building a trustworthy AI differential diagnosis application for Crohn’s disease and intestinal tuberculosis	21
Machine learning-driven clinical decision support system for concept-based searching: a field trial in a Norwegian hospital	21
Measuring the worldwide spread of COVID-19 using a comprehensive modeling method	21
Machine learning pipeline to analyze clinical and proteomics data: experiences on a prostate cancer case	20
A prediction model based on artificial intelligence techniques for disintegration time and hardness of fast disintegrating tablets in pre-formulation tests	20
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	20
Operationalizing and digitizing person-centered daily functioning: a case for functionomics	19
Multiple regression model to analyze the total LOS for patients undergoing laparoscopic appendectomy	19
Quantitative prediction of postpartum hemorrhage in cesarean section on machine learning	19
RegEMR: a natural language processing system to automatically identify premature ovarian decline from Chinese electronic medical records	19
Diagnostic performance of classification trees and hematological functions in hematologic disorders: an application of multidimensional scaling and cluster analysis	19
DEL-Thyroid: deep ensemble learning framework for detection of thyroid cancer progression through genomic mutation	18
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	18
Pilot deployment of a machine-learning enhanced prediction of need for hemorrhage resuscitation after trauma – the ShockMatrix pilot study	18
Resource management framework using simulation modeling and multi-objective optimization: a case study of a front-end department of a public hospital in Thailand	18
Opportunities and challenges of supervised machine learning for the classification of motor evoked potentials according to muscles	18
MSAL-Net: improve accurate segmentation of nuclei in histopathology images by multiscale attention learning network	18
Smartwatches in healthcare medicine: assistance and monitoring; a scoping review	17
Pharmaceutical mobile application for visually-impaired people in Thailand: development and implementation	17
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	17
The consequences of data dispersion in genomics: a comparative analysis of data sources for precision medicine	17
Decision curve analysis confirms higher clinical utility of multi-domain versus single-domain prediction models in patients with open abdomen treatment for peritonitis	17
Digital health literacy and digital engagement for people with severe mental ill health across the course of the COVID-19 pandemic in England	17
Pragmatic MDR: a metadata repository with bottom-up standardization of medical metadata through reuse	17
Collaborative learning from distributed data with differentially private synthetic data	17
Prediction of Sjögren’s disease diagnosis using matched electronic dental-health record data	17
Permissioned blockchain network for proactive access control to electronic health records	17
Risk prediction of heart failure in patients with ischemic heart disease using network analytics and stacking ensemble learning	17
Whole-cycle management of women with epilepsy of child-bearing age: ontology construction and application	17
Interpreting and coding causal relationships for quality and safety using ICD-11	17
Correction to: Evaluation of Doc’EDS: a French semantic search tool to query health documents from a clinical data warehouse	16
Construction and SHAP interpretability analysis of a risk prediction model for feeding intolerance in preterm newborns based on machine learning	16
The effects of continuous care model using a smartphone application on adherence to treatment and self-efficacy among patients with multiple sclerosis	16
Electronic prescribing systems as tools to improve patient care: a learning health systems approach to increase guideline concordant prescribing for venous thromboembolism prevention	16
Creation of clinical algorithms for decision-making in oncology: an example with dose prescription in radiation oncology	16
Evaluation of an ARF diagnosis calculator: a survey and content analysis	16
Classification of coronary artery disease using radial artery pulse wave analysis via machine learning	16
A pattern-discovery-based outcome predictive tool integrated with clinical data repository: design and a case study on contrast related acute kidney injury	16
Development of clinical-guideline-based mobile application and its effect on head CT scan utilization in neurology and neurosurgery departments	15
On the role of deep learning model complexity in adversarial robustness for medical images	15
Is primary health care ready for artificial intelligence? What do primary health care stakeholders say?	15
Advanced AI-driven approach for enhanced brain tumor detection from MRI images utilizing EfficientNetB2 with equalization and homomorphic filtering	15
Improving medical term embeddings using UMLS Metathesaurus	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
Qualitative analysis of shared decision-making for chemoprevention in the primary care setting: provider-related barriers	15
Changes in sensory, postural stability and gait functions depending on cognitive decline, and possible markers for detection of cognitive status	15
Comparison of usability evaluation methods for a health information system: heuristic evaluation versus cognitive walkthrough method	15
The test characteristics of a biased or ignorant diagnostician	15
Mining of EHR for interface terminology concepts for annotating EHRs of COVID patients	15
Predicting Gestational Diabetes Mellitus in the first trimester using machine learning algorithms: a cross-sectional study at a hospital fertility health center in Iran	14
A hybrid CNN-Bi-LSTM model with feature fusion for accurate epilepsy seizure detection	14
Weight management personas of breast cancer patients undergoing chemotherapy in China: a multi-method study	14
Explainable predictions of a machine learning model to forecast the postoperative length of stay for severe patients: machine learning model development and evaluation	14
Interoperability of heterogeneous health information systems: a systematic literature review	14
Machine learning applications for early detection of esophageal cancer: a systematic review	14
Exploring perceptions of healthcare technologies enabled by artificial intelligence: an online, scenario-based survey	14
Usability evaluation of mHealth apps for elderly individuals: a scoping review	14
Privacy-preserving data sharing infrastructures for medical research: systematization and comparison	14
Correction to: Users’ experiences with an interactive Evidence to Decision (iEtD) framework: a qualitative analysis	14
Qualitative metrics from the biomedical literature for evaluating large language models in clinical decision-making: a narrative review	14
A generalizable and interpretable model for mortality risk stratification of sepsis patients in intensive care unit	14
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	14
Hybrid-FHR: a multi-modal AI approach for automated fetal acidosis diagnosis	14
Study on risk factors of diabetic peripheral neuropathy and establishment of a prediction model by machine learning	14
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	14
Natural language processing data services for healthcare providers	14
Screening for severe coronary stenosis in patients with apparently normal electrocardiograms based on deep learning	14
Automatic detection of actionable radiology reports using bidirectional encoder representations from transformers	14
Using artificial intelligence to identify patients with migraine and associated symptoms and conditions within electronic health records	14
Towards improving district health information system data consistency, report completeness and timeliness in Neno district, Malawi	13

Memory rehabilitation during the COVID-19 pandemic	13
Using an adaptive network-based fuzzy inference system for prediction of successful aging: a comparison with common machine learning algorithms	13
A novel signature model based on mitochondrial-related genes for predicting survival of colon adenocarcinoma	13
Application of machine learning models on predicting the length of hospital stay in fragility fracture patients	13
Adapting user-centered design principles to improve communication of peer parent narratives on pediatric tracheostomy	13
A Decision Tree-Driven IoT systems for improved pre-natal diagnostic accuracy	13
Quality indices for topic model selection and evaluation: a literature review and case study	13
Interpreting deep learning models for glioma survival classification using visualization and textual explanations	13
Escape to the future – a qualitative study of physicians’ views on the work environment, education, and support in a digital context	13
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	13
Predictive model for congenital heart disease in children of Pakistan by using structural equation modeling	13
Automatic recognition of micronucleus by combining attention mechanism and AlexNet	13
Testing delivery of components of cognitive behavioral therapy for insomnia to breast cancer survivors by smart speaker: a study protocol	13
BertSRC: transformer-based semantic relation classification	13
Interpretable machine learning predicts cardiac resynchronization therapy responses from personalized biochemical and biomechanical features	13
Evaluating MedDRA-to-ICD terminology mappings	13
Enhancing heart failure treatment decisions: interpretable machine learning models for advanced therapy eligibility prediction using EHR data	12
Early prediction of mortality upon intensive care unit admission	12
Combining structured and unstructured data in EMRs to create clinically-defined EMR-derived cohorts	12
Skin lesion segmentation using deep learning algorithm with ant colony optimization	12
How to establish and sustain a disease registry: insights from a qualitative study of six disease registries in the UK	12
An electronic medical records study of population obesity prevalence in El Paso, Texas	12
Using a smartphone-based self-management platform to study sex differences in Parkinson’s disease: multicenter, cross-sectional pilot study	12
Exploratory study on classification of diabetes mellitus through a combined Random Forest Classifier	12
In silico clinical trials for relapsing-remitting multiple sclerosis with MS TreatSim	12
Deep learning of movement behavior profiles and their association with markers of cardiometabolic health	12
Comparing the effects of self- care education by lecture and smartphone application on self-efficacy of patients with thalassemia	12
Shared decision making for anticoagulation reduces anxiety and improves adherence in patients with atrial fibrillation	12
Named entity recognition of Chinese electronic medical records based on a hybrid neural network and medical MC-BERT	12
Second opinion machine learning for fast-track pathway assignment in hip and knee replacement surgery: the use of patient-reported outcome measures	12
Homeostasis imbalance process ontology: a study on COVID-19 infectious processes	12
The association between Internet use and health-related outcomes in older adults and the elderly: a cross-sectional study	12
Priority and age specific vaccination algorithm for the pandemic diseases: a comprehensive parametric prediction model	12
Detection of K-complexes in EEG waveform images using faster R-CNN and deep transfer learning	12
Motive perception pathways to the release of personal information to healthcare organizations	12
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	12
Real-time non-invasive hemoglobin prediction using deep learning-enabled smartphone imaging	12
Electrocardiogram lead conversion from single-lead blindly-segmented signals	12
Using the sociotechnical model to conduct a focused usability assessment of a breast reconstruction decision tool	12
Machine learning predicts mortality based on analysis of ventilation parameters of critically ill patients: multi-centre validation	12
Characterization and selection of Japanese electronic health record databases used as data sources for non-interventional observational studies	11
Identification of hot regions in hub protein–protein interactions by clustering and PPRA optimization	11
Development of a web-based patient decision aid for myopia laser correction method	11
Utilizing machine learning algorithms to predict subject genetic mutation class from in silico models of neuronal networks	11
Predicting decompression surgery by applying multimodal deep learning to patients’ structured and unstructured health data	11
Compliance with medical recommendations depending on the use of artificial intelligence as a diagnostic method	11
Clinician perceptions of a clinical decision support system to reduce cardiovascular risk among prediabetes patients in a predominantly rural healthcare system	11
A clinical decision support system is associated with reduced loss to follow-up among patients receiving HIV treatment in Kenya: a cluster randomized trial	11
OnTARi: an ontology for factors influencing therapy adherence to rehabilitation	11
Developing an integrated clinical decision support system for the early identification and management of kidney disease—building cross-sectoral partnerships	11
Towards more efficient and robust evaluation of sepsis treatment with deep reinforcement learning	11
User knowledge factors that hinder the design of new home healthcare devices: investigating thirty-eight devices and their manufacturers	11
Exploring drivers of patient satisfaction using a random forest algorithm	11
Automated redaction of names in adverse event reports using transformer-based neural networks	11
Predicting multiple sclerosis severity with multimodal deep neural networks	11
Building a knowledge base for colorectal cancer patient care using formal concept analysis	11
A treatment recommender clinical decision support system for personalized medicine: method development and proof-of-concept for drug resistant tuberculosis	11
Integrating shared decision-making into primary care: lessons learned from a multi-centre feasibility randomized controlled trial	11
The development and phase 1 evaluation of a Decision Aid for elective egg freezing	11
Evaluation of HIV/AIDS-related mobile health applications content using an evidence-based content rating tool	11
Electronic clinical decision support for children with minor head trauma and intracranial injuries: a sociotechnical analysis	11
Face and content validity of the EMPOWER-UP questionnaire: a generic measure of empowerment in relational decision-making and problem-solving	11
A particle swarm optimization improved BP neural network intelligent model for electrocardiogram classification	11
Evaluating the success of Iran Electronic Health Record System (SEPAS) based on the DeLone and McLean model: a cross-sectional descriptive study	11
Data management system for diabetes clinical trials: a pre-post evaluation study	11
Implementation of an Electronic Medication Management System in a large tertiary hospital: a case of qualitative inquiry	11
Development an extended-information success system model (ISSM) based on nurses’ point of view for hospital EHRs: a combined framework and questionnaire	11
Privacy-preserving logistic regression with secret sharing	10
Enhanced ovarian cancer survival prediction using temporal analysis and graph neural networks	10
How can social robot use cases in healthcare be pushed - with an interoperable programming interface	10
Combining unsupervised, supervised and rule-based learning: the case of detecting patient allergies in electronic health records	10
mBrain: towards the continuous follow-up and headache classification of primary headache disorder patients	10
Autonomous modeling of repetitive movement for rehabilitation exercise monitoring	10
The impact of a computerized physician order entry system implementation on 20 different criteria of medication documentation—a before-and-after study	10
Health care needs, eHealth literacy, use of mobile phone functionalities, and intention to use it for self-management purposes by informal caregivers of children with burns: a survey study	10
Comprehensive improvements in the emergency laboratory test process based on information technology	10
Evaluation of e-health (Seha) application: a cross-sectional study in Saudi Arabia	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
Quantifying causal effects from observed data using quasi-intervention	10
User acceptability and perceived impact of a mobile interactive education and support group intervention to improve postnatal health care in northern India: a qualitative study	10
Classification of medicines and materials in hospital inventory management: a multi-criteria analysis	10
Identifying the most critical side effects of antidepressant drugs: a new model proposal with quantum spherical fuzzy M-SWARA and DEMATEL techniques	10
Human-centered design of clinical decision support for management of hypertension with chronic kidney disease	10
Validation of the German eHealth impact questionnaire for online health information users affected by multiple sclerosis	10
Dynamic Bayesian network for predicting physiological changes, organ dysfunctions and mortality risk in critical trauma patients	10
MMIR: an open-source software for the registration of multimodal histological images	10
An ontology-based tool for modeling and documenting events in neurosurgery	10
Development and validation of an instrument to evaluate the perspective of using the electronic health record in a hospital setting	10
Development and evaluation of a whole-chain management system for critical value reporting	10
Modeling the diagnosis of coronary artery disease by discriminant analysis and logistic regression: a cross-sectional study	10
Study on medical dispute prediction model and its clinical-application effectiveness based on machine learning	10
Health professionals’ perceptions of electronic health records system: a mixed method study in Ghana	10
Machine learning for the prediction of sepsis-related death: a systematic review and meta-analysis	10
Participant characteristics and reasons for non-consent to health information linkage for research: experiences from the ATHENA COVID-19 study	10
A hybrid method based on semi-supervised learning for relation extraction in Chinese EMRs	10