Artificial Intelligence in Medicine

Article	Citations
Editorial Board	242
Abdominal multi-organ segmentation with cascaded convolutional and adversarial deep networks	202
Efficient symptom inquiring and diagnosis via adaptive alignment of reinforcement learning and classification	130
Survival in the Intensive Care Unit: A prognosis model based on Bayesian classifiers	129
Walking representation and simulation based on multi-source image fusion and multi-agent reinforcement learning for gait rehabilitation	113
Open-set recognition of breast cancer treatments	108
Model development for bespoke large language models for digital triage assistance in mental health care	102
Machine learning and the electrocardiogram over two decades: Time series and meta-analysis of the algorithms, evaluation metrics and applications	99
ItpCtrl-AI: End-to-end interpretable and controllable artificial intelligence by modeling radiologists’ intentions	96
EMONAS-Net: Efficient multiobjective neural architecture search using surrogate-assisted evolutionary algorithm for 3D medical image segmentation	94
Diffusion tensor estimation with transformer neural networks	92
An idiosyncratic MIMBO-NBRF based automated system for child birth mode prediction	91
Predicting liver cancers using skewed epidemiological data	90
Predicting stroke outcome: A case for multimodal deep learning methods with tabular and CT Perfusion data	87
Enhanced differential evolution algorithm for feature selection in tuberculous pleural effusion clinical characteristics analysis	87
Weak label based Bayesian U-Net for optic disc segmentation in fundus images	85
Enhancing metagenomic classification with compression-based features	85
Improving chest X-ray report generation by leveraging warm starting	82
Pre-trained language models in medicine: A survey	75
xPM: Enhancing exogenous data visibility	73
Application of machine learning in affordable and accessible insulin management for type 1 and 2 diabetes: A comprehensive review	69
Automated emotion classification in the early stages of cortical processing: An MEG study	69
Mining context-aware resource profiles in the presence of multitasking	68
Personalized event prediction for Electronic Health Records	67
Walking path images from real-time location data predict degree of cognitive impairment	66

Automated tabulation of clinical trial results: A joint entity and relation extraction approach with transformer-based language representations	66
A self-supervised algorithm to detect signs of social isolation in the elderly from daily activity sequences	61
Predicting disease progress with imprecise lab test results	60
Learning using privileged information with logistic regression on acute respiratory distress syndrome detection	60
Multilevel Bayesian network to model child morbidity using Gibbs sampling	59
Predicting drug activity against cancer through genomic profiles and SMILES	58
Real-world prediction of preclinical Alzheimer’s disease with a deep generative model	56
Automatic sleep stage classification: A light and efficient deep neural network model based on time, frequency and fractional Fourier transform domain features	56
Process mining and data mining applications in the domain of chronic diseases: A systematic review	56
An innovative artificial intelligence-based method to compress complex models into explainable, model-agnostic and reduced decision support systems with application to healthcare (NEAR)	55
Artificial intelligence and statistical methods for stratification and prediction of progression in amyotrophic lateral sclerosis: A systematic review	54
Bayesian networks in healthcare: What is preventing their adoption?	52
Dimensionality reduction and ensemble of LSTMs for antimicrobial resistance prediction	51
Quantifying the impact of data characteristics on the transferability of sleep stage scoring models	51
Tumor saliency estimation for breast ultrasound images via breast anatomy modeling	50
A multi-scale keypoint estimation network with self-supervision for spinal curvature assessment of idiopathic scoliosis from the imperfect dataset	50
Multiple instance convolutional neural network with modality-based attention and contextual multi-instance learning pooling layer for effective differentiation between borderline and malignant epithel	49
CheXGAT: A disease correlation-aware network for thorax disease diagnosis from chest X-ray images	49
DISCOVER: 2-D multiview summarization of Optical Coherence Tomography Angiography for automatic diabetic retinopathy diagnosis	47
AI in medical diagnosis: AI prediction & human judgment	47
LSSF-Net: Lightweight segmentation with self-awareness, spatial attention, and focal modulation	45
Fully automatic deep convolutional approaches for the screening of neurodegeneratives diseases using multi-view OCT images	45
Individualised recovery trajectories of patients with impeded mobility, using distance between probability distributions of learnt graphs	44
Missing data imputation on biomedical data using deeply learned clustering and L2 regularized regression based on symmetric uncertainty	44
A unified framework of medical information annotation and extraction for Chinese clinical text	43
Fine-tuning deep learning model parameters for improved super-resolution of dynamic MRI with prior-knowledge	43
A novel temporal generative adversarial network for electrocardiography anomaly detection	42
Machine intelligence and medical cyber-physical system architectures for smart healthcare: Taxonomy, challenges, opportunities, and possible solutions	41
Food4healthKG: Knowledge graphs for food recommendations based on gut microbiota and mental health	39
Hierarchical medical image report adversarial generation with hybrid discriminator	39
Radiology report generation with medical knowledge and multilevel image-report alignment: A new method and its verification	39
BGRL: Basal Ganglia inspired Reinforcement Learning based framework for deep brain stimulators	38
Explanatory argument extraction of correct answers in resident medical exams	38
Editorial Board	38
Automated transtibial prosthesis alignment: A systematic review	38
A weighted distance-based dynamic ensemble regression framework for gastric cancer survival time prediction	37
Leveraging deep-learning and unconventional data for real-time surveillance, forecasting, and early warning of respiratory pathogens outbreak	36
Systematic review and meta-analysis of prediction models used in cervical cancer	36
SDMentor: A virtual reality-based intelligent tutoring system for surgical decision making in dentistry	35
Joint segmentation of retinal layers and fluid lesions in optical coherence tomography with cross-dataset learning	35
Sum of similarity-regularized squared correlations for enhancing SSVEP detection	35
Towards a comprehensive bedside swallow screening protocol using cross-domain transformation and high-resolution cervical auscultation	33
GAPPA: Enhancing prognosis prediction in primary aldosteronism post-adrenalectomy using graph-based modeling	32
AMFP-net: Adaptive multi-scale feature pyramid network for diagnosis of pneumoconiosis from chest X-ray images	32
Predicting sequenced dental treatment plans from electronic dental records using deep learning	32
Assessment and treatment of visuospatial neglect using active learning with Gaussian processes regression	31
CircWaveDL: Modeling of optical coherence tomography images based on a new supervised tensor-based dictionary learning for classification of macular abnormalities	31
Clipped DeepControl: Deep neural network two-dimensional pulse design with an amplitude constraint layer	31
VAP risk index: Early prediction and hospital phenotyping of ventilator-associated pneumonia using machine learning	30
Electrocardiogram analysis of post-stroke elderly people using one-dimensional convolutional neural network model with gradient-weighted class activation mapping	30

BDFormer: Boundary-aware dual-decoder transformer for skin lesion segmentation	30
Multimodal fine-tuning of clinical language models for predicting COVID-19 outcomes	30
Corrigendum to “DeepGA for automatically estimating fetal gestational age through ultrasound imaging” [Artif. Intell. Med. 135 (2023) 102453]	30
Generative adversarial networks in electrocardiogram synthesis: Recent developments and challenges	30
IDT: An incremental deep tree framework for biological image classification	30
Predicting time-to-intubation after critical care admission using machine learning and cured fraction information	30
Acoustical features as knee health biomarkers: A critical analysis	29
Application of deep learning algorithms in automatic sonographic localization and segmentation of the median nerve: A systematic review and meta-analysis	29
A systematic and comprehensive review and investigation of intelligent IoT-based healthcare systems in rural societies and governments	29
Transformers and large language models in healthcare: A review	28
Contrastive image adaptation for acquisition shift reduction in medical imaging	27
Spatio-temporal mixture process estimation to detect dynamical changes in population	27
Editorial Board	27
AI-enabled clinical decision support tools for mental healthcare: A product review	27
Voice analysis in Parkinson’s disease - a systematic literature review	26
Finding neural correlates of depersonalisation/derealisation disorder via explainable CNN-based analysis guided by clinical assessment scores	26
Real-time frequency-independent single-Lead and single-beat myocardial infarction detection	26
Gene selection for microarray data classification via multi-objective graph theoretic-based method	26
COPDVD: Automated classification of chronic obstructive pulmonary disease on a new collected and evaluated voice dataset	26
Improving unified information extraction in Chinese mental health domain with instruction-tuned LLMs and type-verification component	26
Editorial Board	26
A few-shot disease diagnosis decision making model based on meta-learning for general practice	26
A new approach for interpretability and reliability in clinical risk prediction: Acute coronary syndrome scenario	26
Detecting mild cognitive impairment and dementia in older adults using naturalistic driving data and interaction-based classification from influence score	26
End-to-end offline reinforcement learning for glycemia control	26
Explainable multiple abnormality classification of chest CT volumes	25
Evolutionary deep feature selection for compact representation of gigapixel images in digital pathology	25
SDA-Net: Self-distillation driven deformable attentive aggregation network for thyroid nodule identification in ultrasound images	24
A multi-stage multi-modal learning algorithm with adaptive multimodal fusion for improving multi-label skin lesion classification	24
cACP-DeepGram: Classification of anticancer peptides via deep neural network and skip-gram-based word embedding model	24
From pre-training to fine-tuning: An in-depth analysis of Large Language Models in the biomedical domain	24
Fully-channel regional attention network for disease-location recognition with tongue images	24
Fermatean fuzzy ELECTRE multi-criteria group decision-making and most suitable biomedical material selection	24
Ubiquitous and smart healthcare monitoring frameworks based on machine learning: A comprehensive review	24
Improving diagnosis and outcome prediction of gastric cancer via multimodal learning using whole slide pathological images and gene expression	23
Evaluation of deep learning-based depression detection using medical claims data	23
Prediction of radiological decision errors from longitudinal analysis of gaze and image features	22
Artificial intelligence (AI) in breast cancer care - leveraging multidisciplinary skills to improve care	22
A new method for estimating the probability of causal relationships from observational data: Application to the study of the short-term effects of air pollution on cardiovascular and respiratory disea	22
A novel deep learning model DDU-net using edge features to enhance brain tumor segmentation on MR images	22
Facial wrinkle segmentation using weighted deep supervision and semi-automatic labeling	22
Combining general and personal models for epilepsy detection with hyperdimensional computing	22
An explainable AI system for automated COVID-19 assessment and lesion categorization from CT-scans	22
SG-Fusion: A swin-transformer and graph convolution-based multi-modal deep neural network for glioma prognosis	21
Evaluation of clustering and topic modeling methods over health-related tweets and emails	21
Multitask joint learning with graph autoencoders for predicting potential MiRNA-drug associations	21
Human vs machine towards neonatal pain assessment: A comprehensive analysis of the facial features extracted by health professionals, parents, and convolutional neural networks	21
Oversampling effect in pretraining for bidirectional encoder representations from transformers (BERT) to localize medical BERT and enhance biomedical BERT	20
Editorial Board	20
Editorial Board	20
The three ghosts of medical AI: Can the black-box present deliver?	20
Graph neural network modelling as a potentially effective method for predicting and analyzing procedures based on patients' diagnoses	20
Hybrid COVID-19 segmentation and recognition framework (HMB-HCF) using deep learning and genetic algorithms	20
Deep learning techniques in liver tumour diagnosis using CT and MR imaging - A systematic review	20
A Multi-task learning U-Net model for end-to-end HEp-2 cell image analysis	20
Opportunities and challenges of artificial intelligence and distributed systems to improve the quality of healthcare service	20
Fenchel duality of Cox partial likelihood with an application in survival kernel learning	19
Digital phenotyping for mental health based on data analytics: A systematic literature review	19
Structural causal model with expert augmented knowledge to estimate the effect of oxygen therapy on mortality in the ICU	19
A Human–AI interaction paradigm and its application to rhinocytology	19
MMF-NNs: Multi-modal Multi-granularity Fusion Neural Networks for brain networks and its application to epilepsy identification	19
Predicting kidney transplant survival using multiple feature representations for HLAs	19
MF-OMKT: Model fusion based on online mutual knowledge transfer for breast cancer histopathological image classification	18
Editorial Board	18
A novel transfer learning model for traditional herbal medicine prescription generation from unstructured resources and knowledge	18
Trustworthy clinical AI solutions: A unified review of uncertainty quantification in Deep Learning models for medical image analysis	18
Automated peripancreatic vessel segmentation and labeling based on iterative trunk growth and weakly supervised mechanism	18
A comprehensive review on federated learning based models for healthcare applications	18
Editorial Board	18
Research on identification of key brittleness factors in emergency medical resources support system based on complex network	18
ECGEFNet: A two-branch deep learning model for calculating left ventricular ejection fraction using electrocardiogram	17
Editorial Board	17
Radiology report generation for proximal femur fractures using deep classification and language generation models	17
EEG spatial inter-channel connectivity analysis: A GCN-based dual stream approach to distinguish mental fatigue status	17
Gated Tree-based Graph Attention Network (GTGAT) for medical knowledge graph reasoning	17
Medical informed machine learning: A scoping review and future research directions	17
Optimization of the organizational structure in hospitals to account for patients with multiple diseases	16
Learning the cellular activity representation based on gene regulatory networks for prediction of tumor response to drugs	16
RECOMED: A comprehensive pharmaceutical recommendation system	16
DRExplainer: Quantifiable interpretability in drug response prediction with directed graph convolutional network	16

Domain generalization in deep learning based mass detection in mammography: A large-scale multi-center study	16
Cellular data extraction from multiplexed brain imaging data using self-supervised Dual-loss Adaptive Masked Autoencoder	16
A deep LSTM autoencoder-based framework for predictive maintenance of a proton radiotherapy delivery system	16
Editorial Board	16
Machine learning for administrative health records: A systematic review of techniques and applications	15
MICIL: Multiple-Instance Class-Incremental Learning for skin cancer whole slide images	15
A reinforcement learning based algorithm for personalization of digital, just-in-time, adaptive interventions	15
Environmental exposures in machine learning and data mining approaches to diabetes etiology: A scoping review	15
Using type-2 fuzzy ontology to improve semantic interoperability for healthcare and diagnosis of depression	15
An integrated LSTM-HeteroRGNN model for interpretable opioid overdose risk prediction	15
Reshaping free-text radiology notes into structured reports with generative question answering transformers	15
Multiomics and eXplainable artificial intelligence for decision support in insulin resistance early diagnosis: A pediatric population-based longitudinal study	15
Automated atrial fibrillation and ventricular fibrillation recognition using a multi-angle dual-channel fusion network	15
Simultaneous imputation and classification using Multigraph Geometric Matrix Completion (MGMC): Application to neurodegenerative disease classification	15
Self-supervised out-of-distribution detection in wireless capsule endoscopy images	15
Virtual disease landscape using mechanics-informed machine learning: Application to esophageal disorders	15
Efficiency at scale: Investigating the performance of diminutive language models in clinical tasks	15
Developing healthcare language model embedding spaces	15
Bayesian network analysis of risk classification strategies in the regulation of cellular products	15
Editorial Board	15
NIA-Network: Towards improving lung CT infection detection for COVID-19 diagnosis	14
GRU-D-Weibull: A novel real-time individualized endpoint prediction	14
Cardiac anomaly detection considering an additive noise and convolutional distortion model of heart sound recordings	14
Multicentric development and validation of a multi-scale and multi-task deep learning model for comprehensive lower extremity alignment analysis	14
Convolutional squeeze-and-excitation network for ECG arrhythmia detection	14
Hybrid learning method based on feature clustering and scoring for enhanced COVID-19 breath analysis by an electronic nose	14
Prediction on nature of cancer by fuzzy graphoidal covering number using artificial neural network	14
The applications of machine learning in HIV neutralizing antibodies research—A systematic review	14
Gynecological cancer prognosis using machine learning techniques: A systematic review of the last three decades (1990–2022)	14
Automated estimation of mitral annular plane systolic excursion by artificial intelligence from 3D ultrasound recordings	13
Optimizing the setting of medical interactive rehabilitation assistant platform to improve the performance of the patients: A case study	13
Training and validating a treatment recommender with partial verification evidence	13
SurvivalCNN: A deep learning-based method for gastric cancer survival prediction using radiological imaging data and clinicopathological variables	13
Bolus Insulin calculation without meal information. A reinforcement learning approach	13
Attribute-aware interpretation learning for thyroid ultrasound diagnosis	13
A novel intelligent model for visualized inference of medical diagnosis: A case of TCM	13
Challenges and strategies for wide-scale artificial intelligence (AI) deployment in healthcare practices: A perspective for healthcare organizations	13
Healthcare facilities management: A novel data-driven model for predictive maintenance of computed tomography equipment	13
An integrated ELECTRE method for selection of rehabilitation center with m	13
Knowledge graph assisted end-to-end medical dialog generation	13
Online biomedical named entities recognition by data and knowledge-driven model	12
Enhanced SpO2 estimation using explainable machine learning and neck photoplethysmography	12
Extending the boundaries of cancer therapeutic complexity with literature text mining	12
Supporting patients and clinicians during the breast cancer care path with AI: The Arianna solution	12
Revealing traces of depression through personal statements analysis in social media	12
Multilabel classification of medical concepts for patient clinical profile identification	12
A progressive deep wavelet cascade classification model for epilepsy detection	12
An interpretable deep learning model for time-series electronic health records: Case study of delirium prediction in critical care	12
Ethical evaluation of artificial intelligence applications in radiotherapy using the Four Topics Approach	12
Finger-aware Artificial Neural Network for predicting arthritis in Patients with hand pain	12
A novel lifelong machine learning-based method to eliminate calibration drift in clinical prediction models	12
MAPRS: An intelligent approach for post-prescription review based on multi-label learning	12
ADHD classification using auto-encoding neural network and binary hypothesis testing	12
Evolutionary optimisation of antibiotic dosing regimens for bacteria with different levels of resistance	12
Vision-based estimation of fatigue and engagement in cognitive training sessions	12
Automatic image and text-based description for colorectal polyps using BASIC classification	12
Editorial Board	12
Intrinsic-dimension analysis for guiding dimensionality reduction and data fusion in multi-omics data processing	11
A systematic review of networks for prognostic prediction of health outcomes and diagnostic prediction of health conditions within Electronic Health Records	11
Scalable Swin Transformer network for brain tumor segmentation from incomplete MRI modalities	11
Consensus clustering for case series identification and adverse event profiles in pharmacovigilance	11
Detecting 3D syndromic faces as outliers using unsupervised normalizing flow models	11
Informing clinical assessment by contextualizing post-hoc explanations of risk prediction models in type-2 diabetes	11
BCHisto-Net: Breast histopathological image classification by global and local feature aggregation	11
Progressive growing of Generative Adversarial Networks for improving data augmentation and skin cancer diagnosis	11
Artificial Intelligence non-invasive methods for neonatal jaundice detection: A review	11
Introduction to the special issue on IEEE CBMS 2022 mining healthcare: AI and machine learning for biomedicine	11
Aggregated micropatch-based deep learning neural network for ultrasonic diagnosis of cirrhosis	11
Network differentiation: A computational method of pathogenesis diagnosis in traditional Chinese medicine based on systems science	11
Probabilistic domain-knowledge modeling of disorder pathogenesis for dynamics forecasting of acute onset	11
Enhancing length of stay prediction by learning similarity-aware representations for hospitalized patients	11
An explainable deep learning-based algorithm with an attention mechanism for predicting the live birth potential of mouse embryos	11
Advancing health coaching: A comparative study of large language model and health coaches	11
HR-BGCN : Predicting readmission for heart failure from electronic h	10
Aspect-based sentiment analysis with graph convolution over syntactic dependencies	10
CSCA U-Net: A channel and space compound attention CNN for medical image segmentation	10
BiTNet: Hybrid deep convolutional model for ultrasound image analysis of human biliary tract and its applications	10
Application of substitution box of present cipher for automated detection of snoring sounds	10
Text-to-movie authoring of anatomy lessons	10
A feature selection framework for anxiety disorder analysis using a novel multiview harris hawk optimization algorithm	10
Deep learning for image-based liver analysis — A comprehensive review focusing on malignant lesions	10
Machine learning and clinical EEG data for multiple sclerosis: A systematic review	10
Editorial Board	10
Deep variational graph autoencoders for novel host-directed therapy options against COVID-19	10
Editorial Board	10
A genetic programming-based convolutional deep learning algorithm for identifying COVID-19 cases via X-ray images	10
Fuzzy-SIRD model: Forecasting COVID-19 death tolls considering governments intervention	10
Mathematical modeling and AI based decision making for COVID-19 suspects backed by novel distance and similarity measures on plithogenic hypersoft sets	10
Medical concept embedding of real-valued electronic health records with application to inflammatory bowel disease	10
Enhanced ICD-10 code assignment of clinical texts: A summarization-based approach	10
Special issue on Human-Centered Artificial Intelligence for One Health	9
MSEF-Net: Multi-scale edge fusion network for lumbosacral plexus segmentation with MR image	9
Deep learning methods for screening patients' S-ICD implantation eligibility	9
A holistic AI-based approach for pharmacovigilance optimization from patients behavior on social media	9
Editorial Board	9