BMC Medical Informatics and Decision Making

Article	Citations
Explainability for artificial intelligence in healthcare: a multidisciplinary perspective	501
The role of artificial intelligence in healthcare: a structured literature review	246
Use of AI-based tools for healthcare purposes: a survey study from consumers’ perspectives	159
ICD-11: an international classification of diseases for the twenty-first century	117
Using machine learning of clinical data to diagnose COVID-19: a systematic review and meta-analysis	104
Combining structured and unstructured data for predictive models: a deep learning approach	99
Using machine learning methods to predict in-hospital mortality of sepsis patients in the ICU	79
Cybersecurity of Hospitals: discussing the challenges and working towards mitigating the risks	78
Challenges of Telemedicine during the COVID-19 pandemic: a systematic review	73
A systematic review of natural language processing applied to radiology reports	72
Comparison of RetinaNet, SSD, and YOLO v3 for real-time pill identification	71
Shared decision making in surgery: a scoping review of patient and surgeon preferences	67
Stacked LSTM based deep recurrent neural network with kalman smoothing for blood glucose prediction	65
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	64
The most used questionnaires for evaluating telemedicine services	62
MRI-based brain tumor detection using convolutional deep learning methods and chosen machine learning techniques	58
Comparing machine learning algorithms for predicting COVID-19 mortality	57
Stress detection using deep neural networks	57
Towards developing a secure medical image sharing system based on zero trust principles and blockchain technology	56
Deep learning based feature-level integration of multi-omics data for breast cancer patients survival analysis	54
Ethics and governance of trustworthy medical artificial intelligence	54
Text classification models for the automatic detection of nonmedical prescription medication use from social media	53
The German Corona Consensus Dataset (GECCO): a standardized dataset for COVID-19 research in university medicine and beyond	52
Constrained transformer network for ECG signal processing and arrhythmia classification	49
E-health literacy and associated factors among chronic patients in a low-income country: a cross-sectional survey	49

Systematic literature review of machine learning methods used in the analysis of real-world data for patient-provider decision making	49
HealtheDataLab – a cloud computing solution for data science and advanced analytics in healthcare with application to predicting multi-center pediatric readmissions	48
Classification of COVID-19 electrocardiograms by using hexaxial feature mapping and deep learning	47
Data quality of the routine health management information system at the primary healthcare facility and district levels in Tanzania	47
A qualitative research framework for the design of user-centered displays of explanations for machine learning model predictions in healthcare	46
A fuzzy TOPSIS based analysis toward selection of effective security requirements engineering approach for trustworthy healthcare software development	45
Barriers to patient, provider, and caregiver adoption and use of electronic personal health records in chronic care: a systematic review	45
Public health utility of cause of death data: applying empirical algorithms to improve data quality	45
Predicting mortality in critically ill patients with diabetes using machine learning and clinical notes	44
The effects of clinical decision support system for prescribing medication on patient outcomes and physician practice performance: a systematic review and meta-analysis	43
Transformer-based deep neural network language models for Alzheimer’s disease risk assessment from targeted speech	42
The most used questionnaires for evaluating satisfaction, usability, acceptance, and quality outcomes of mobile health	41
A hybrid cost-sensitive ensemble for heart disease prediction	40
Ada-WHIPS: explaining AdaBoost classification with applications in the health sciences	39
Gradient boosting for Parkinson’s disease diagnosis from voice recordings	39
How an electronic health record became a real-world research resource: comparison between London’s Whole Systems Integrated Care database and the Clinical Practice Research Datalink	39
Deep Q-networks with web-based survey data for simulating lung cancer intervention prediction and assessment in the elderly: a quantitative study	38
Intention to use electronic medical record and its predictors among health care providers at referral hospitals, north-West Ethiopia, 2019: using unified theory of acceptance and use technology 2(UTAU	37
Machine learning assisted DSC-MRI radiomics as a tool for glioma classification by grade and mutation status	36
Physiotherapists’ perceptions of and willingness to use telerehabilitation in Kuwait during the COVID-19 pandemic	36
A novel approach for heart disease prediction using strength scores with significant predictors	35
CIDACS-RL: a novel indexing search and scoring-based record linkage system for huge datasets with high accuracy and scalability	35
Exploratory study on classification of diabetes mellitus through a combined Random Forest Classifier	35
E-health literacy in older adults: an evolutionary concept analysis	33
Exploring emerging IoT technologies in smart health research: a knowledge graph analysis	32
AFibNet: an implementation of atrial fibrillation detection with convolutional neural network	32
Assessing patient safety in a pediatric telemedicine setting: a multi-methods study	32
Predicting COVID-19 disease progression and patient outcomes based on temporal deep learning	32
Consumers’ satisfaction factors mining and sentiment analysis of B2C online pharmacy reviews	31
Evaluation of quality and use of health management information system in primary health care units of east Wollega zone, Oromia regional state, Ethiopia:	31
Interpretable clinical prediction via attention-based neural network	30
KGen: a knowledge graph generator from biomedical scientific literature	30
Exploring perceptions of healthcare technologies enabled by artificial intelligence: an online, scenario-based survey	30
The association between Internet use and health-related outcomes in older adults and the elderly: a cross-sectional study	30
Barriers and facilitators to the adoption of electronic clinical decision support systems: a qualitative interview study with UK general practitioners	30
Risk management-based security evaluation model for telemedicine systems	30
A framework for validating AI in precision medicine: considerations from the European ITFoC consortium	29
Interoperability of heterogeneous health information systems: a systematic literature review	29
A comparative study on the prediction of the BP artificial neural network model and the ARIMA model in the incidence of AIDS	29
Telemedicine application in patients with chronic disease: a systematic review and meta-analysis	28
Evaluation of e-health (Seha) application: a cross-sectional study in Saudi Arabia	28
Clinicians perceptions of a telemedicine system: a mixed method study of Makassar City, Indonesia	28
Comparison of deep learning with regression analysis in creating predictive models for SARS-CoV-2 outcomes	28
Tongue image quality assessment based on a deep convolutional neural network	28
Multiple regression model to analyze the total LOS for patients undergoing laparoscopic appendectomy	27
A bibliometric analysis of global research output on network meta-analysis	27
Prediction of adverse drug reactions based on knowledge graph embedding	27
Survey: smartphone-based assessment of cardiovascular diseases using ECG and PPG analysis	27
Improving random forest predictions in small datasets from two-phase sampling designs	26
Can natural language processing help differentiate inflammatory intestinal diseases in China? Models applying random forest and convolutional neural network approaches	26

Prediction of in-hospital mortality in patients on mechanical ventilation post traumatic brain injury: machine learning approach	26
A mixed methods systematic review of the effects of patient online self-diagnosing in the ‘smart-phone society’ on the healthcare professional-patient relationship and medical authority	25
WEARCON: wearable home monitoring in children with asthma reveals a strong association with hospital based assessment of asthma control	25
Appraising patient preference methods for decision-making in the medical product lifecycle: an empirical comparison	25
Early warning score validation methodologies and performance metrics: a systematic review	25
Publicly available machine learning models for identifying opioid misuse from the clinical notes of hospitalized patients	24
Quantum algorithm for quicker clinical prognostic analysis: an application and experimental study using CT scan images of COVID-19 patients	24
Machine learning approaches to predict peak demand days of cardiovascular admissions considering environmental exposure	24
Privacy-preserving data sharing infrastructures for medical research: systematization and comparison	24
Routine health information system utilization for evidence-based decision making in Amhara national regional state, northwest Ethiopia: a multi-level analysis	23
Quality and readability of web-based Arabic health information on periodontal disease	23
Prediction of neonatal deaths in NICUs: development and validation of machine learning models	23
Sparse multi-output Gaussian processes for online medical time series prediction	23
Medical recommender systems based on continuous-valued logic and multi-criteria decision operators, using interpretable neural networks	23
Hospital acquired pressure injury prediction in surgical critical care patients	22
Validation of a machine learning algorithm for early severe sepsis prediction: a retrospective study predicting severe sepsis up to 48 h in advance using a diverse dataset from 461 US hospitals	22
Korean clinical entity recognition from diagnosis text using BERT	22
As if sand were stone. New concepts and metrics to probe the ground on which to build trustable AI	22
The impact of artificial intelligence on the person-centred, doctor-patient relationship: some problems and solutions	22
Distributed representation and one-hot representation fusion with gated network for clinical semantic textual similarity	22
Automatic detection of actionable radiology reports using bidirectional encoder representations from transformers	22
Richer fusion network for breast cancer classification based on multimodal data	21
Common patient-reported outcomes across ICHOM Standard Sets: the potential contribution of PROMIS®	21
KGHC: a knowledge graph for hepatocellular carcinoma	21
ECG signal classification based on deep CNN and BiLSTM	21
Evaluation of a clinical decision support system for rare diseases: a qualitative study	20
Examining the effect of explanation on satisfaction and trust in AI diagnostic systems	20
Factors affecting the mature use of electronic medical records by primary care physicians: a systematic review	20
Histopathological distinction of non-invasive and invasive bladder cancers using machine learning approaches	20
Factors influencing the elderly’s adoption of mHealth: an empirical study using extended UTAUT2 model	20
Automated segmentation and diagnosis of pneumothorax on chest X-rays with fully convolutional multi-scale ScSE-DenseNet: a retrospective study	20
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	20
Improving patient-provider communication about chronic pain: development and feasibility testing of a shared decision-making tool	19
One country's journey to interoperability: Tanzania's experience developing and implementing a national health information exchange	19
A machine learning classifier approach for identifying the determinants of under-five child undernutrition in Ethiopian administrative zones	19
Exploring drivers of patient satisfaction using a random forest algorithm	19
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	19
Shared decision making, physicians’ explanations, and treatment satisfaction: a cross-sectional survey of prostate cancer patients	19
Machine learning model for predicting acute kidney injury progression in critically ill patients	19
Application of machine learning missing data imputation techniques in clinical decision making: taking the discharge assessment of patients with spontaneous supratentorial intracerebral hemorrhage as	18
Interoperability opportunities and challenges in linking mhealth applications and eRecord systems: Botswana as an exemplar	18
Using autoencoders as a weight initialization method on deep neural networks for disease detection	18
Analysis of real-world data on growth hormone therapy adherence using a connected injection device	18
A combination of two methods for evaluating the usability of a hospital information system	18
Examining the quality of record linkage process using nationwide Brazilian administrative databases to build a large birth cohort	18
Medical service demand forecasting using a hybrid model based on ARIMA and self-adaptive filtering method	18
Deep learning model for multi-classification of infectious diseases from unstructured electronic medical records	18
Compliance with medical recommendations depending on the use of artificial intelligence as a diagnostic method	18
Global scientific output trend for Akkermansia muciniphila research: a bibliometric and scientometric analysis	17
Diabetes mellitus risk prediction in the presence of class imbalance using flexible machine learning methods	17
Development and validation of a tool to assess the risk of QT drug-drug interactions in clinical practice	17
Utilizing imbalanced electronic health records to predict acute kidney injury by ensemble learning and time series model	17
AutoDiscern: rating the quality of online health information with hierarchical encoder attention-based neural networks	17
Development of decision aids for female BRCA1 and BRCA2 mutation carriers in Germany to support preference-sensitive decision-making	17
The statistical importance of P-POSSUM scores for predicting mortality after emergency laparotomy in geriatric patients	17
Supervised-actor-critic reinforcement learning for intelligent mechanical ventilation and sedative dosing in intensive care units	17
Health information systems in developing countries: case of African countries	17
An app for supporting older people receiving home care – usage, aspects of health and health literacy: a quasi-experimental study	17
CardioNet: a manually curated database for artificial intelligence-based research on cardiovascular diseases	17
Detection of K-complexes in EEG waveform images using faster R-CNN and deep transfer learning	17
ICD-11 extension codes support detailed clinical abstraction and comprehensive classification	16
Transformers-sklearn: a toolkit for medical language understanding with transformer-based models	16
Stochastic Petri net model describing the relationship between reported maternal and congenital syphilis cases in Brazil	16
The tragic paradoxical effect of telemedicine on healthcare disparities- a time for redemption: a narrative review	16
Socioeconomic and behavioural factors associated with access to and use of Personal Health Records	16
Towards a comprehensive and interoperable representation of consent-based data usage permissions in the German medical informatics initiative	16
Privacy-preserving dataset combination and Lasso regression for healthcare predictions	16
Web-based online resources about adverse interactions or side effects associated with complementary and alternative medicine: a systematic review, summarization and quality assessment	15
The prediction of hospital length of stay using unstructured data	15
Electronic patient-reported outcomes and machine learning in predicting immune-related adverse events of immune checkpoint inhibitor therapies	15
Data cleaning process for HIV-indicator data extracted from DHIS2 national reporting system: a case study of Kenya	15
Usability evaluation of mHealth apps for elderly individuals: a scoping review	15
Classification of painful or painless diabetic peripheral neuropathy and identification of the most powerful predictors using machine learning models in large cross-sectional cohorts	15
Fetal birthweight prediction with measured data by a temporal machine learning method	15
Stratifying patients using fast multiple kernel learning framework: case studies of Alzheimer’s disease and cancers	15
Deep learning with sentence embeddings pre-trained on biomedical corpora improves the performance of finding similar sentences in electronic medical records	15
Path-based knowledge reasoning with textual semantic information for medical knowledge graph completion	15
Providing telenursing care for victims: a simulated study for introducing of possibility nursing interventions in disasters	15
Evaluating the effects of electronic health records system adoption on the performance of Malaysian health care providers	15
Development of a support vector machine learning and smart phone Internet of Things-based architecture for real-time sleep apnea diagnosis	14

Factors influencing healthcare providers’ attitude and willingness to use information technology in diabetes management	14
Semi-supervised method for image texture classification of pituitary tumors via CycleGAN and optimized feature extraction	14
Modeling and prediction of pressure injury in hospitalized patients using artificial intelligence	14
Evaluating breast cancer websites targeting Arabic speakers: empirical investigation of popularity, availability, accessibility, readability, and quality	14
Patient autonomy in dentistry: demonstrating the role for shared decision making	14
Construction of a semi-automatic ICD-10 coding system	14
Mapping evidence of mobile health technologies for disease diagnosis and treatment support by health workers in sub-Saharan Africa: a scoping review	14
Solving the class imbalance problem using ensemble algorithm: application of screening for aortic dissection	14
Staff perspectives on the usability of electronic patient records for planning and delivering dementia care in nursing homes: a multiple case study	14
Data mining application to healthcare fraud detection: a two-step unsupervised clustering method for outlier detection with administrative databases	14
Identification of risk factors for patients with diabetes: diabetic polyneuropathy case study	14
YouTube as a source of information during the Covid-19 pandemic: a content analysis of YouTube videos published during January to March 2020	14
Benefits and concerns associated with blockchain-based health information exchange (HIE): a qualitative study from physicians' perspectives	14
A clinical trials corpus annotated with UMLS entities to enhance the access to evidence-based medicine	14
Prediction of incident myocardial infarction using machine learning applied to harmonized electronic health record data	14
Predictive modeling for 14-day unplanned hospital readmission risk by using machine learning algorithms	14
Home blood pressure data visualization for the management of hypertension: designing for patient and physician information needs	14
A stacking-based model for predicting 30-day all-cause hospital readmissions of patients with acute myocardial infarction	14
Computational analysis to repurpose drugs for COVID-19 based on transcriptional response of host cells to SARS-CoV-2	14
Creating value with eHealth: identification of the value proposition with key stakeholders for the resilience navigator app	14
How to automatically turn patient experience free-text responses into actionable insights: a natural language programming (NLP) approach	14
Identifying and evaluating clinical subtypes of Alzheimer’s disease in care electronic health records using unsupervised machine learning	14
Reinforcement learning assisted oxygen therapy for COVID-19 patients under intensive care	13
Prediction of unplanned 30-day readmission for ICU patients with heart failure	13
Learnings from the design and acceptance of the German COVID-19 tracing app for IS-driven crisis management: a design science research	13
Determinants of successful guideline implementation: a national cross-sectional survey	13
A risk calculator to inform the need for a prostate biopsy: a rapid access clinic cohort	13
Development of a decision support intervention for family members of adults who lack capacity to consent to trials	13
Explaining multivariate molecular diagnostic tests via Shapley values	13
Predicting cardiovascular health trajectories in time-series electronic health records with LSTM models	13
Development, implementation, and prospective validation of a model to predict 60-day end-of-life in hospitalized adults upon admission at three sites	13
Improving the informatics competency of critical care nurses: results of an interventional study in the southeast of Iran	13
Differential influences of social support on app use for diabetes self-management – a mixed methods approach	13
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	13
Surgical workflow simulation for the design and assessment of operating room setups in orthopedic surgery	13
Effectiveness of IT-based interventions on self-management in adult kidney transplant recipients: a systematic review	13
Identification of plasma lipid species as promising diagnostic markers for prostate cancer	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
Healthcare managers’ experiences of technostress and the actions they take to handle it – a critical incident analysis	13
Derivation and validation of a computable phenotype for acute decompensated heart failure in hospitalized patients	13
An automated data cleaning method for Electronic Health Records by incorporating clinical knowledge	13
Key changes to improve social presence of a virtual health assistant promoting colorectal cancer screening informed by a technology acceptance model	13
Men’s view on participation in decisions about prostate-specific antigen (PSA) screening: patient and public involvement in development of a survey	13
Is primary health care ready for artificial intelligence? What do primary health care stakeholders say?	13
Effect of deep learning-based assistive technology use on chest radiograph interpretation by emergency department physicians: a prospective interventional simulation-based study	12
The effect of a smartphone application on women’s performance and health beliefs about breast self-examination: a quasi-experimental study	12
Definitions, components and processes of data harmonisation in healthcare: a scoping review	12
Supporting deprescribing in hospitalised patients: formative usability testing of a computerised decision support tool	12
The association between video or telephone telemedicine visit type and orders in primary care	12
A method for interoperable knowledge-based data quality assessment	12
Predicting clinical outcomes among hospitalized COVID-19 patients using both local and published models	12
Entity and relation extraction from clinical case reports of COVID-19: a natural language processing approach	12
Explanation and prediction of clinical data with imbalanced class distribution based on pattern discovery and disentanglement	12
MiRNA-disease association prediction via hypergraph learning based on high-dimensionality features	12
Utilizing deep learning and graph mining to identify drug use on Twitter data	12
Parental understanding of crucial medical jargon used in prenatal prematurity counseling	12
A novel nomogram to predict mortality in patients with stroke: a survival analysis based on the MIMIC-III clinical database	12
A mental models approach for defining explainable artificial intelligence	12
Development and initial implementation of electronic clinical decision supports for recognition and management of hospital-acquired acute kidney injury	12
The role of histogram analysis in diffusion-weighted imaging in the differential diagnosis of benign and malignant breast lesions	12
Patient characteristics and utilization of an online patient portal in a rural academic general internal medicine practice	12
Ready for SDM: evaluating a train-the-trainer program to facilitate implementation of SDM training in Norway	12
Assessing elderly’s functional balance and mobility via analyzing data from waist-mounted tri-axial wearable accelerometers in timed up and go tests	12
An explainable CNN approach for medical codes prediction from clinical text	12
Determinant factors in adopting mobile health application in healthcare by nurses	12
Classification of multi-differentiated liver cancer pathological images based on deep learning attention mechanism	12
Application of multi-label classification models for the diagnosis of diabetic complications	12
Natural language processing (NLP) tools in extracting biomedical concepts from research articles: a case study on autism spectrum disorder	12
Research on Teleconsultation service quality based on multi-granularity linguistic information: the perspective of regional doctors	12
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	11
Identifying and selecting implementation theories, models and frameworks: a qualitative study to inform the development of a decision support tool	11
Temporal relationship of computed and structured diagnoses in electronic health record data	11
Mobile health application for Thai women: investigation and model	11
A benchmark dataset and case study for Chinese medical question intent classification	11
Mutation-based clustering and classification analysis reveals distinctive age groups and age-related biomarkers for glioma	11
Adapting a home telemonitoring intervention for underserved Hispanic/Latino patients with type 2 diabetes: an acceptability and feasibility study	11
Smartphone and medical application use among dentists in China	11
ICT-based adherence monitoring in kidney transplant recipients: a randomized controlled trial	11
Machine learning algorithms for predicting low birth weight in Ethiopia	11
Outbreak minimization v.s. influence maximization: an optimization framework	11
Development and validation of data quality rules in administrative health data using association rule mining	11
Nurses’ experiences and viewpoints about the benefits of adopting information technology in health care: a qualitative study in Iran	11
Machine learning approaches for the prediction of postoperative complication risk in liver resection patients	11
The role of text messaging intervention in Inner Mongolia among patients with type 2 diabetes mellitus: a randomized controlled trial	11
Machine learning algorithms’ accuracy in predicting kidney disease progression: a systematic review and meta-analysis	11
Explainable machine learning to predict long-term mortality in critically ill ventilated patients: a retrospective study in central Taiwan	11
Testing an individualized digital decision assist system for the diagnosis and management of mental and behavior disorders in children and adolescents	11
Assessing the effect of virtual education on information literacy competency for evidence-based practice among the undergraduate nursing students	11
An automated detection of epileptic seizures EEG using CNN classifier based on feature fusion with high accuracy	11
Implementation challenges and perception of care providers on Electronic Medical Records at St. Paul’s and Ayder Hospitals, Ethiopia	11
An exploratory study of public’ awareness about robotics-assisted surgery in Kuwait	11
A systematic review of theoretical constructs in CDS literature	11
Application of machine learning to predict the occurrence of arrhythmia after acute myocardial infarction	11
DLI-IT: a deep learning approach to drug label identification through image and text embedding	11
Application of machine learning techniques for predicting survival in ovarian cancer	11