BMC Medical Informatics and Decision Making

Article	Citations
Explainability for artificial intelligence in healthcare: a multidisciplinary perspective	655
The role of artificial intelligence in healthcare: a structured literature review	353
ICD-11: an international classification of diseases for the twenty-first century	180
MRI-based brain tumor detection using convolutional deep learning methods and chosen machine learning techniques	122
Challenges of Telemedicine during the COVID-19 pandemic: a systematic review	111
Ethics and governance of trustworthy medical artificial intelligence	103
A systematic review of natural language processing applied to radiology reports	97
Comparison of RetinaNet, SSD, and YOLO v3 for real-time pill identification	91
CNFE-SE: a novel approach combining complex network-based feature engineering and stacked ensemble to predict the success of intrauterine insemination and ranking the features	85
Stress detection using deep neural networks	81
Stacked LSTM based deep recurrent neural network with kalman smoothing for blood glucose prediction	80
Comparing machine learning algorithms for predicting COVID-19 mortality	78
The most used questionnaires for evaluating telemedicine services	78
Constrained transformer network for ECG signal processing and arrhythmia classification	72
Interoperability of heterogeneous health information systems: a systematic literature review	66
Classification of COVID-19 electrocardiograms by using hexaxial feature mapping and deep learning	63
Systematic literature review of machine learning methods used in the analysis of real-world data for patient-provider decision making	60
The German Corona Consensus Dataset (GECCO): a standardized dataset for COVID-19 research in university medicine and beyond	60
Text classification models for the automatic detection of nonmedical prescription medication use from social media	59
The most used questionnaires for evaluating satisfaction, usability, acceptance, and quality outcomes of mobile health	57
The impact of artificial intelligence on the person-centred, doctor-patient relationship: some problems and solutions	56
Transformer-based deep neural network language models for Alzheimer’s disease risk assessment from targeted speech	56
Deep Q-networks with web-based survey data for simulating lung cancer intervention prediction and assessment in the elderly: a quantitative study	56
Data quality of the routine health management information system at the primary healthcare facility and district levels in Tanzania	55
Public health utility of cause of death data: applying empirical algorithms to improve data quality	52

Predicting mortality in critically ill patients with diabetes using machine learning and clinical notes	51
The effects of clinical decision support system for prescribing medication on patient outcomes and physician practice performance: a systematic review and meta-analysis	48
A hybrid cost-sensitive ensemble for heart disease prediction	48
A framework for validating AI in precision medicine: considerations from the European ITFoC consortium	46
Physiotherapists’ perceptions of and willingness to use telerehabilitation in Kuwait during the COVID-19 pandemic	45
A novel approach for heart disease prediction using strength scores with significant predictors	42
The association between Internet use and health-related outcomes in older adults and the elderly: a cross-sectional study	41
E-health literacy in older adults: an evolutionary concept analysis	40
Exploring perceptions of healthcare technologies enabled by artificial intelligence: an online, scenario-based survey	40
CIDACS-RL: a novel indexing search and scoring-based record linkage system for huge datasets with high accuracy and scalability	39
AFibNet: an implementation of atrial fibrillation detection with convolutional neural network	39
Telemedicine application in patients with chronic disease: a systematic review and meta-analysis	38
Barriers and facilitators to the adoption of electronic clinical decision support systems: a qualitative interview study with UK general practitioners	38
Exploratory study on classification of diabetes mellitus through a combined Random Forest Classifier	37
Tongue image quality assessment based on a deep convolutional neural network	37
Privacy-preserving data sharing infrastructures for medical research: systematization and comparison	37
ECG signal classification based on deep CNN and BiLSTM	37
Prediction of adverse drug reactions based on knowledge graph embedding	36
Improving random forest predictions in small datasets from two-phase sampling designs	35
Evaluation of e-health (Seha) application: a cross-sectional study in Saudi Arabia	35
Predicting COVID-19 disease progression and patient outcomes based on temporal deep learning	35
The tragic paradoxical effect of telemedicine on healthcare disparities- a time for redemption: a narrative review	33
KGen: a knowledge graph generator from biomedical scientific literature	33
Quality and readability of web-based Arabic health information on periodontal disease	32
Prediction of in-hospital mortality in patients on mechanical ventilation post traumatic brain injury: machine learning approach	32
Common patient-reported outcomes across ICHOM Standard Sets: the potential contribution of PROMIS®	31
Factors influencing the elderly’s adoption of mHealth: an empirical study using extended UTAUT2 model	31
Comparison of deep learning with regression analysis in creating predictive models for SARS-CoV-2 outcomes	30
Quantum algorithm for quicker clinical prognostic analysis: an application and experimental study using CT scan images of COVID-19 patients	30
A bibliometric analysis of global research output on network meta-analysis	30
Prediction of neonatal deaths in NICUs: development and validation of machine learning models	30
Providing telenursing care for victims: a simulated study for introducing of possibility nursing interventions in disasters	30
Multiple regression model to analyze the total LOS for patients undergoing laparoscopic appendectomy	30
An early detection and segmentation of Brain Tumor using Deep Neural Network	29
Health information systems in developing countries: case of African countries	28
Examining the effect of explanation on satisfaction and trust in AI diagnostic systems	28
Classification of painful or painless diabetic peripheral neuropathy and identification of the most powerful predictors using machine learning models in large cross-sectional cohorts	27
Routine health information system utilization for evidence-based decision making in Amhara national regional state, northwest Ethiopia: a multi-level analysis	27
Prediction of unplanned 30-day readmission for ICU patients with heart failure	26
Automatic detection of actionable radiology reports using bidirectional encoder representations from transformers	26
Richer fusion network for breast cancer classification based on multimodal data	26
Medical recommender systems based on continuous-valued logic and multi-criteria decision operators, using interpretable neural networks	26
Deep learning model for multi-classification of infectious diseases from unstructured electronic medical records	25
Usability evaluation of mHealth apps for elderly individuals: a scoping review	25
A machine learning classifier approach for identifying the determinants of under-five child undernutrition in Ethiopian administrative zones	25
Is primary health care ready for artificial intelligence? What do primary health care stakeholders say?	25
Perception of healthcare workers on mobile app-based clinical guideline for the detection and treatment of mental health problems in primary care: a qualitative study in Nepal	25
Privacy-preserving dataset combination and Lasso regression for healthcare predictions	25
Machine learning model for predicting acute kidney injury progression in critically ill patients	25
Passive sensing on mobile devices to improve mental health services with adolescent and young mothers in low-resource settings: the role of families in feasibility and acceptability	24

One country's journey to interoperability: Tanzania's experience developing and implementing a national health information exchange	24
Factors affecting the mature use of electronic medical records by primary care physicians: a systematic review	24
Application of machine learning techniques for predicting survival in ovarian cancer	24
Interoperability opportunities and challenges in linking mhealth applications and eRecord systems: Botswana as an exemplar	24
Shared decision making, physicians’ explanations, and treatment satisfaction: a cross-sectional survey of prostate cancer patients	24
An automated detection of epileptic seizures EEG using CNN classifier based on feature fusion with high accuracy	24
Application of machine learning missing data imputation techniques in clinical decision making: taking the discharge assessment of patients with spontaneous supratentorial intracerebral hemorrhage as	23
Determinant factors in adopting mobile health application in healthcare by nurses	23
Hospital acquired pressure injury prediction in surgical critical care patients	23
Automated segmentation and diagnosis of pneumothorax on chest X-rays with fully convolutional multi-scale ScSE-DenseNet: a retrospective study	23
Diabetes mellitus risk prediction in the presence of class imbalance using flexible machine learning methods	23
Smartwatches in healthcare medicine: assistance and monitoring; a scoping review	22
Solving the class imbalance problem using ensemble algorithm: application of screening for aortic dissection	22
Identifying and evaluating clinical subtypes of Alzheimer’s disease in care electronic health records using unsupervised machine learning	22
Predictive modeling for 14-day unplanned hospital readmission risk by using machine learning algorithms	21
Fetal birthweight prediction with measured data by a temporal machine learning method	21
The prediction of hospital length of stay using unstructured data	21
Patients’ perspectives and preferences toward telemedicine versus in-person visits: a mixed-methods study on 1226 patients	21
Evaluation of a clinical decision support system for rare diseases: a qualitative study	21
Monte Carlo cross-validation for a study with binary outcome and limited sample size	21
Exploring drivers of patient satisfaction using a random forest algorithm	21
ICD-11 extension codes support detailed clinical abstraction and comprehensive classification	20
CardioNet: a manually curated database for artificial intelligence-based research on cardiovascular diseases	20
Electronic patient-reported outcomes and machine learning in predicting immune-related adverse events of immune checkpoint inhibitor therapies	20
Compliance with medical recommendations depending on the use of artificial intelligence as a diagnostic method	20
Development of decision aids for female BRCA1 and BRCA2 mutation carriers in Germany to support preference-sensitive decision-making	20
Factors influencing healthcare providers’ attitude and willingness to use information technology in diabetes management	19
Assessing the research landscape and clinical utility of large language models: a scoping review	19
Classification of multi-differentiated liver cancer pathological images based on deep learning attention mechanism	19
Detection of K-complexes in EEG waveform images using faster R-CNN and deep transfer learning	19
Development of a support vector machine learning and smart phone Internet of Things-based architecture for real-time sleep apnea diagnosis	19
Socioeconomic and behavioural factors associated with access to and use of Personal Health Records	19
Priority and age specific vaccination algorithm for the pandemic diseases: a comprehensive parametric prediction model	19
Global scientific output trend for Akkermansia muciniphila research: a bibliometric and scientometric analysis	18
Modeling and prediction of pressure injury in hospitalized patients using artificial intelligence	18
A clinical trials corpus annotated with UMLS entities to enhance the access to evidence-based medicine	18
A novel nomogram to predict mortality in patients with stroke: a survival analysis based on the MIMIC-III clinical database	18
A hybrid sampling algorithm combining synthetic minority over-sampling technique and edited nearest neighbor for missed abortion diagnosis	17
Swin Unet3D: a three-dimensional medical image segmentation network combining vision transformer and convolution	17
Overall performance of a drug–drug interaction clinical decision support system: quantitative evaluation and end-user survey	17
Application of multi-label classification models for the diagnosis of diabetic complications	17
XGBoost-SHAP-based interpretable diagnostic framework for alzheimer’s disease	17
Explaining multivariate molecular diagnostic tests via Shapley values	17
Predicting the level of anemia among Ethiopian pregnant women using homogeneous ensemble machine learning algorithm	17
U-Net combined with multi-scale attention mechanism for liver segmentation in CT images	17
Stochastic Petri net model describing the relationship between reported maternal and congenital syphilis cases in Brazil	17
Data cleaning process for HIV-indicator data extracted from DHIS2 national reporting system: a case study of Kenya	17
Machine learning-driven clinical decision support system for concept-based searching: a field trial in a Norwegian hospital	17
Mapping evidence of mobile health technologies for disease diagnosis and treatment support by health workers in sub-Saharan Africa: a scoping review	17
A stacking-based model for predicting 30-day all-cause hospital readmissions of patients with acute myocardial infarction	17
Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion	17
Transformers-sklearn: a toolkit for medical language understanding with transformer-based models	17
Automatic ovarian tumors recognition system based on ensemble convolutional neural network with ultrasound imaging	17
Evaluating breast cancer websites targeting Arabic speakers: empirical investigation of popularity, availability, accessibility, readability, and quality	16
Evaluating the effects of electronic health records system adoption on the performance of Malaysian health care providers	16
Patient autonomy in dentistry: demonstrating the role for shared decision making	16
Predicting cardiovascular health trajectories in time-series electronic health records with LSTM models	16
Machine learning prediction of mortality in Acute Myocardial Infarction	16
An automated data cleaning method for Electronic Health Records by incorporating clinical knowledge	16
Entity and relation extraction from clinical case reports of COVID-19: a natural language processing approach	16
Ready for SDM: evaluating a train-the-trainer program to facilitate implementation of SDM training in Norway	16
Acceptance of clinical decision support system to prevent venous thromboembolism among nurses: an extension of the UTAUT model	16
A comparative study of pre-trained language models for named entity recognition in clinical trial eligibility criteria from multiple corpora	16
YouTube as a source of information during the Covid-19 pandemic: a content analysis of YouTube videos published during January to March 2020	16
Construction of the XGBoost model for early lung cancer prediction based on metabolic indices	16
Effectiveness of IT-based interventions on self-management in adult kidney transplant recipients: a systematic review	16
Patient characteristics and utilization of an online patient portal in a rural academic general internal medicine practice	15
Implementation challenges and perception of care providers on Electronic Medical Records at St. Paul’s and Ayder Hospitals, Ethiopia	15
An explainable CNN approach for medical codes prediction from clinical text	15
Computational analysis to repurpose drugs for COVID-19 based on transcriptional response of host cells to SARS-CoV-2	15
Assessment of quality of routine health information system data and associated factors among departments in public health facilities of Harari region, Ethiopia	15
Web-based online resources about adverse interactions or side effects associated with complementary and alternative medicine: a systematic review, summarization and quality assessment	15
Effect of deep learning-based assistive technology use on chest radiograph interpretation by emergency department physicians: a prospective interventional simulation-based study	15
Utilizing deep learning and graph mining to identify drug use on Twitter data	15
Decision aids linked to evidence summaries and clinical practice guidelines: results from user-testing in clinical encounters	15
Adapting a home telemonitoring intervention for underserved Hispanic/Latino patients with type 2 diabetes: an acceptability and feasibility study	15
Assessing the effect of virtual education on information literacy competency for evidence-based practice among the undergraduate nursing students	15
Clinician acceptance of complex clinical decision support systems for treatment allocation of patients with chronic low back pain	15
Patient connectivity with healthcare professionals and health insurer using digital health technologies during the COVID-19 pandemic: a German cross-sectional study	15
Determinants of successful guideline implementation: a national cross-sectional survey	15

Machine learning algorithms’ accuracy in predicting kidney disease progression: a systematic review and meta-analysis	15
Benefits and concerns associated with blockchain-based health information exchange (HIE): a qualitative study from physicians' perspectives	15
Machine learning approaches for the prediction of postoperative complication risk in liver resection patients	14
Developing automated methods for disease subtyping in UK Biobank: an exemplar study on stroke	14
Patients-centered SurvivorShIp care plan after Cancer treatments based on Big Data and Artificial Intelligence technologies (PERSIST): a multicenter study protocol to evaluate efficacy of digital tool	14
Predicting acute kidney injury following open partial nephrectomy treatment using SAT-pruned explainable machine learning model	14
Assessing elderly’s functional balance and mobility via analyzing data from waist-mounted tri-axial wearable accelerometers in timed up and go tests	14
Development of a data-driven COVID-19 prognostication tool to inform triage and step-down care for hospitalised patients in Hong Kong: a population-based cohort study	14
Development and initial implementation of electronic clinical decision supports for recognition and management of hospital-acquired acute kidney injury	14
Machine learning algorithms for predicting low birth weight in Ethiopia	14
Classifying the lifestyle status for Alzheimer’s disease from clinical notes using deep learning with weak supervision	14
Machine learning predicts mortality based on analysis of ventilation parameters of critically ill patients: multi-centre validation	14
Learnings from the design and acceptance of the German COVID-19 tracing app for IS-driven crisis management: a design science research	14
A method for interoperable knowledge-based data quality assessment	14
The association between video or telephone telemedicine visit type and orders in primary care	14
Development of a decision support intervention for family members of adults who lack capacity to consent to trials	14
MiRNA-disease association prediction via hypergraph learning based on high-dimensionality features	14
Clinical and operational insights from data-driven care pathway mapping: a systematic review	13
Automatically detecting Crohn’s disease and Ulcerative Colitis from endoscopic imaging	13
A systematic review of theoretical constructs in CDS literature	13
Key changes to improve social presence of a virtual health assistant promoting colorectal cancer screening informed by a technology acceptance model	13
Explainable machine learning to predict long-term mortality in critically ill ventilated patients: a retrospective study in central Taiwan	13
A novel EEG-based major depressive disorder detection framework with two-stage feature selection	13
The effect of a smartphone application on women’s performance and health beliefs about breast self-examination: a quasi-experimental study	13
Usability evaluation of an integrated electronic medication management system implemented in an oncology setting using the unified theory of acceptance and use of technology	13
Analyzing patient experiences using natural language processing: development and validation of the artificial intelligence patient reported experience measure (AI-PREM)	13
Environmental and clinical data utility in pediatric asthma exacerbation risk prediction models	13
Predicting clinical outcomes among hospitalized COVID-19 patients using both local and published models	13
Detection of developmental dysplasia of the hip in X-ray images using deep transfer learning	13
Reinforcement learning assisted oxygen therapy for COVID-19 patients under intensive care	13
Non-invasive arterial blood pressure measurement and SpO2 estimation using PPG signal: a deep learning framework	13
The prediction of asymptomatic carotid atherosclerosis with electronic health records: a comparative study of six machine learning models	13
Evaluation of factors that influenced the length of hospital stay using data mining techniques	13
Survey of the patients' perspectives and preferences in adopting telepharmacy versus in-person visits to the pharmacy: a feasibility study during the COVID-19 pandemic	12
Factors associated with nurses' user resistance to change of electronic health record systems	12
Contribution of information about acute and geriatric characteristics to decisions about life-sustaining treatment for old patients in intensive care	12
Middle-aged and elderly users’ continuous usage intention of health maintenance-oriented WeChat official accounts: empirical study based on a hybrid model in China	12
Application of machine learning models based on decision trees in classifying the factors affecting mortality of COVID-19 patients in Hamadan, Iran	12
Supporting deprescribing in hospitalised patients: formative usability testing of a computerised decision support tool	12
Application of machine learning to predict the occurrence of arrhythmia after acute myocardial infarction	12
Comparing machine learning algorithms to predict 5-year survival in patients with chronic myeloid leukemia	12
Overview of ICD-11 architecture and structure	12
Medically-oriented design for explainable AI for stress prediction from physiological measurements	12
CERC: an interactive content extraction, recognition, and construction tool for clinical and biomedical text	12
Health insurance fraud detection by using an attributed heterogeneous information network with a hierarchical attention mechanism	12
Treatment effect prediction with adversarial deep learning using electronic health records	12
Intelligent virtual case learning system based on real medical records and natural language processing	12
Natural language processing (NLP) tools in extracting biomedical concepts from research articles: a case study on autism spectrum disorder	12
Requirements and challenges of hospital dashboards: a systematic literature review	12
Knowledge Graph Embeddings for ICU readmission prediction	12
Semantic categorization of Chinese eligibility criteria in clinical trials using machine learning methods	12
Explanation and prediction of clinical data with imbalanced class distribution based on pattern discovery and disentanglement	12
Design and evaluation of a mobile-based nutrition education application for infertile women in Iran	12
Persisting workarounds in Electronic Health Record System use: types, risks and benefits	12
Association of shared decision making with inpatient satisfaction: a cross-sectional study	12
Assessing the suitability of general practice electronic health records for clinical prediction model development: a data quality assessment	12
A mental models approach for defining explainable artificial intelligence	12
Ensemble machine learning approach for screening of coronary heart disease based on echocardiography and risk factors	12
The effect of rehabilitation education through social media on the quality of life in burn patients: a randomized, controlled, clinical trial	11
The 30-days hospital readmission risk in diabetic patients: predictive modeling with machine learning classifiers	11
Temporal relationship of computed and structured diagnoses in electronic health record data	11
The formation of patient trust and its transference to online health services: the case of a Dutch online patient portal for rehabilitation care	11
Evaluating and rating HIV/AIDS mobile apps using the feature-based application rating method and mobile app rating scale	11
Creation of clinical algorithms for decision-making in oncology: an example with dose prescription in radiation oncology	11
Network analytics and machine learning for predicting length of stay in elderly patients with chronic diseases at point of admission	11
Patient triage system for supporting the operation of dispatch centres and rescue teams	11
The impact of data from remote measurement technology on the clinical practice of healthcare professionals in depression, epilepsy and multiple sclerosis: survey	11
Ensemble learning for the early prediction of neonatal jaundice with genetic features	11
Identification of asthma control factor in clinical notes using a hybrid deep learning model	11
On the analysis of data augmentation methods for spectral imaged based heart sound classification using convolutional neural networks	11
Comparing different wavelet transforms on removing electrocardiogram baseline wanders and special trends	11
An interpretable risk prediction model for healthcare with pattern attention	11
Forecasting daily emergency department arrivals using high-dimensional multivariate data: a feature selection approach	11
Cardiac arrhythmia detection using deep learning approach and time frequency representation of ECG signals	11
What factors predict physicians' utilization behavior of contrast-enhanced ultrasound? Evidence from the integration of the Theory of Planned Behavior and Technology Acceptance Model using a structura	11
Development and feasibility of a mobile phone application designed to support physically inactive employees to increase walking	11
Computational Barthel Index: an automated tool for assessing and predicting activities of daily living among nursing home patients	11
Research on epileptic EEG recognition based on improved residual networks of 1-D CNN and indRNN	11
Development of a machine learning model to predict mild cognitive impairment using natural language processing in the absence of screening	11
Development and assessment of PharmaCheck: an electronic screening tool for the prevention of twenty major adverse drug events	11
Identification of significant climatic risk factors and machine learning models in dengue outbreak prediction	11
A home-based pulmonary rehabilitation mHealth system to enhance the exercise capacity of patients with COPD: development and evaluation	11
Adapting the patient and physician versions of the 9-item shared decision making questionnaire for other healthcare providers in Japan	11
Mobile health application for Thai women: investigation and model	11
ParaMed: a parallel corpus for English–Chinese translation in the biomedical domain	11
A treatment recommender clinical decision support system for personalized medicine: method development and proof-of-concept for drug resistant tuberculosis	11
Development and evaluation of uncertainty quantifying machine learning models to predict piperacillin plasma concentrations in critically ill patients	11
Improvement of APACHE II score system for disease severity based on XGBoost algorithm	11
The emerging COVID-19 research: dynamic and regularly updated science maps and analyses	11
Population-based estimates of age and comorbidity specific life expectancy: a first application in Swedish males	11
Discrepancies in decision making preferences between parents and surgeons in pediatric surgery	11
Attitudes towards using electronic health records of patients with psoriasis and dermatologists: a cross-sectional study	11
Learning from low-rank multimodal representations for predicting disease-drug associations	10
Evaluation and comparison of errors on nursing notes created by online and offline speech recognition technology and handwritten: an interventional study	10
Study on risk factors of diabetic peripheral neuropathy and establishment of a prediction model by machine learning	10