OOIR: Observatory of International Research

Papers

(The median citation count of Health Information Science and Systems is 4. The table below lists those papers that are above that threshold based on CrossRef citation counts [max. 250 papers]. The publications cover those that have been published in the past four years, i.e., from 2022-01-01 to 2026-01-01.)

Article	Citations
ADHD-KG: a knowledge graph of attention deficit hyperactivity disorder	85
COV-ECGNET: COVID-19 detection using ECG trace images with deep convolutional neural network	72
K-cql: an arterial blood gas analysis-based deep offline reinforcement learning algorithm for mechanical ventilation treatment	58
Nationwide hospital admission data statistics and disease-specific 30-day readmission prediction	53
A novel multi-modal model to assist the diagnosis of autism spectrum disorder using eye-tracking data	43
Microstate feature fusion for distinguishing AD from MCI	41
Leveraging deep learning for epigenetic protein prediction: a novel approach for early lung cancer diagnosis and drug discovery	40
Efficient management of pulmonary embolism diagnosis using a two-step interconnected machine learning model based on electronic health records data	38
Identification of circRNA-miRNA-mRNA networks to explore underlying mechanism in lung cancer	35
Image-based second opinion for blood typing	32
Gpmb-yolo: a lightweight model for efficient blood cell detection in medical imaging	32
Exploring relationship between emotion and probiotics with knowledge graphs	32
A novel clustered-based binary grey wolf optimizer to solve the feature selection problem for uncovering the genetic links between non-Hodgkin lymphomas and rheumatologic diseases	31
A 3D decoupling Alzheimer’s disease prediction network based on structural MRI	31
Structured reflective reasoning for precise medical knowledge graph retrieval augmented generation	27
Knowledge-enhanced medical image classification via descriptive priors from large language models	27
Convolutional neural network framework for EEG-based ADHD diagnosis in children	26
Deep continual multitask out-of-hospital incident severity assessment from changing clinical features	25
Automated robust human emotion classification system using hybrid EEG features with ICBrainDB dataset	23
Spatial-attention ConvMixer architecture for classification and detection of gastrointestinal diseases using the Kvasir dataset	23
Detecting autism in children through drawing characteristics using the visual-motor integration test	23
Dynamically stabilized recurrent neural network optimized with Artificial Gorilla Troops espoused Alzheimer’s disorder detection using EEG signals	20
Embedding-based link predictions to explore latent comorbidity of chronic diseases	20
Timelygpt: extrapolatable transformer pre-training for long-term time-series forecasting in healthcare	19
Supervised graph contrastive learning for cancer subtype identification through multi-omics data integration	18

Machine-learning-based prediction of cardiovascular events for hyperlipidemia population with lipid variability and remnant cholesterol as biomarkers	18
Comorbidity progression analysis: patient stratification and comorbidity prediction using temporal comorbidity network	17
HTC-Net: Hashimoto’s thyroiditis ultrasound image classification model based on residual network reinforced by channel attention mechanism	17
A multimodal approach for cardiac signals classification using deep learning with explainable AI methods	17
Multi-omics prognostic signatures of IPO11 mRNA expression and clinical outcomes in colorectal cancer using bioinformatics approaches	17
Automated lead toxicity prediction using computational modelling framework	16
Color-invariant skin lesion semantic segmentation based on modified U-Net deep convolutional neural network	15
A drug prescription recommendation system based on novel DIAKID ontology and extensive semantic rules	15
Multi-dimensional perceptual quality assessment for magnetic resonance images	15
Adaptive filter of frequency bands based coordinate attention network for EEG-based motor imagery classification	15
Reasoning with large language models in medicine: a systematic review of techniques, challenges and clinical integration	15
Mixed pyramid attention network for nuclear cataract classification based on anterior segment OCT images	15
Enhancing medical image report generation using a self-boosting multimodal alignment framework	14
An EEG-based patient-independent epileptic seizure detection method based on domain generative adversarial network	14
From molecular mechanisms of prostate cancer to translational applications: based on multi-omics fusion analysis and intelligent medicine	14
Meta semi-supervised medical image segmentation with label hierarchy	14
Margin-aware optimized contrastive learning for enhanced self-supervised histopathological image classification	13
Identification and applications of disease-associated differential human and bacterial proteins with metaproteomic evidence	13
Holistic multi-class classification & grading of diabetic foot ulcerations from plantar thermal images using deep learning	13
Enhancing cancer subtype classification through convolutional neural networks: a deepinsight analysis of TCGA gene expression data	12
CLAD-Net: cross-layer aggregation attention network for real-time endoscopic instrument detection	12
A new mixed reality tool for training in minimally invasive robotic-assisted surgery	12
Multimodal learning of clinically accessible tests to aid diagnosis of neurodegenerative disorders: a scoping review	11
A computational model to analyze the impact of birth weight-nutritional status pair on disease development and disease recovery	11
Enhancing ASD detection accuracy: a combined approach of machine learning and deep learning models with natural language processing	11
A deep reinforcement learning-based wireless body area network offloading optimization strategy for healthcare services	11
Linguistic summarization of visual attention and developmental functioning of young children with autism spectrum disorder	11
A framework for in-vivo human brain tumor detection using image augmentation and hybrid features	11
MCA-UNet: multi-scale cross co-attentional U-Net for automatic medical image segmentation	10
Target area distillation and section attention segmentation network for accurate 3D medical image segmentation	10
Optimized automated detection of diabetic retinopathy severity: integrating improved multithresholding tunicate swarm algorithm and improved hybrid butterfly optimization	10
Rapid detection and interpretation of heart murmurs using phonocardiograms, transfer learning and explainable artificial intelligence	10
Alterations of DNA methylation profile in peripheral blood of children with simple obesity	10
MOLiNAS: multi-objective lightweight neural architecture search for whole-slide multi-class blood cell segmentation	9
Utilizing multimodal models to forecast Alzheimer's disease progression and clinical subtypes	9
A heterogeneous multi-modal medical data fusion framework supporting hybrid data exploration	9
Cardiac murmur grading and risk analysis of cardiac diseases based on adaptable heterogeneous-modality multi-task learning	9
EAPR: explainable and augmented patient representation learning for disease prediction	9
CSL-CTEA: a systematic method for evaluating novel intelligent cognitive assessment tools	8
Predictive modeling of depression and anxiety after myocardial infarction: a study on influential factors and heart rate variability	8
Toward intelligent clinical support for personalized sport training rehabilitation via large language models	8
Spatial and frequency domain-based feature fusion for accurate detection of schizophrenia using AI-driven approaches	8
Gut microbiome biomarkers in adolescent obesity: a regional study	8
Neuro-signaling techniques in video gaming endorsements: a cognitive and neural dynamics approach	8
Classifying sepsis from photoplethysmography	8
A transfer learning enabled approach for ocular disease detection and classification	8
Essential proteins discovery based on dominance relationship and neighborhood similarity centrality	8
BTC-fCNN: Fast Convolution Neural Network for Multi-class Brain Tumor Classification	8
Improving laryngeal cancer detection using chaotic metaheuristics integration with squeeze-and-excitation resnet model	7
Hyperbolic vision language representation learning on chest radiology images	7

A new segment method for pulmonary artery and vein	7
DA3-LUNGNET: a multi-stage deep framework with adaptive attention for early detection of subcentimeter pulmonary nodules	7
Artificial intelligence-based framework to identify the abnormalities in the COVID-19 disease and other common respiratory diseases from digital stethoscope data using deep CNN	6
The contrastive learning method in tongue image representation learning and its significance in intelligent diagnosis	6
Early detection of paediatric and adolescent obsessive–compulsive, separation anxiety and attention deficit hyperactivity disorder using machine learning algorithms	6
Viewpoint-invariant exercise repetition counting	6
UniMRE: a unified framework for zero-shot medicial relation extraction with large language models	6
Predicting drug–drug interactions based on multi-view and multichannel attention deep learning	6
Design and development of a disease-specific clinical database system to increase the availability of hospital data in China	6
Frailty detection in older adults via fractal analysis of acceleration signals from wrist-worn sensors	6
Evaluating topological and graph-theoretical approaches to extract complex multimodal brain connectivity patterns in multiple sclerosis	6
Pre-collapse femoral head necrosis treated by hip abduction: a computational biomechanical analysis	6
Machine learning models for classification and identification of significant attributes to detect type 2 diabetes	5
LASF: a local adaptive segmentation framework for coronary angiogram segments	5
Explainable depression symptom detection in social media	5
Enhanced prediction of spine surgery outcomes using advanced machine learning techniques and oversampling methods	5
Meta-path guided graph attention network for explainable herb recommendation	5
Interrelated feature selection from health surveys using domain knowledge graph	5
Segmentation and severity classification of scar tissues in LGE-CMR images using HDResC-Net with Flamingo gannet search optimization	5
Coronary artery segmentation framework based on three types of U-Net and voting ensembles	5
An interpretable machine learning model for predicting sepsis-induced cardiomyopathy in ICU patients: development and validation using the MIMIC-IV database	5
LDS-CNN: a deep learning framework for drug-target interactions prediction based on large-scale drug screening	5
Comprehensive applications of the artificial intelligence technology in new drug research and development	5
LCRNet: local cross-channel recalibration network for liver cancer classification based on CT images	5
A lightweight network based on multi-feature pseudo-color mapping for arrhythmia recognition	5
MHA: a multimodal hierarchical attention model for depression detection in social media	5
A review of machine learning-based methods for predicting drug–target interactions	4
CTGFusionNet: fusion of deep learning models for predicting fetal distress—a multimodal approach	4
MDU-Net: multi-scale densely connected U-Net for biomedical image segmentation	4
DPD (DePression Detection) Net: a deep neural network for multimodal depression detection	4
Self-supervised neural network-based endoscopic monocular 3D reconstruction method	4
GradCAM as an explicability method to evaluate the performance of deep learning models in classifying pediatric arteriovenous malformations (AVM) in arterial spin labeling sequences (ASL)	4
Machine learning approach to flare-up detection and clustering in chronic obstructive pulmonary disease (COPD) patients	4
Enhancing LLM-based clinical reasoning in anesthesiology via graph-augmented retrieval and explainable generation	4
Design and technical validation to generate a synthetic 12-lead electrocardiogram dataset to promote artificial intelligence research	4
Large language models in healthcare: a systematic evaluation on medical Q/A datasets	4
Design and evaluation of an exergame system to assist knee disorders patients' rehabilitation based on gesture interaction	4
Vaner2: towards more general biomedical named entity recognition using multi-task large language model encoders	4
Optimised deep k-nearest neighbour’s based diabetic retinopathy diagnosis(ODeep-NN) using retinal images	4
Multi-teacher based knowledge distillation for retinal vessel segmentation	4
STSNet: a novel spatio-temporal-spectral network for subject-independent EEG-based emotion recognition	4
A new diagnostic autism spectrum disorder (DASD) strategy using ensemble diagnosis methodology based on blood tests	4
Detecting self-harm in social media using term weighting schemes based on the distance between words and personal pronouns	4
Features extraction using encoded local binary pattern for detection and grading diabetic retinopathy	4
Analysis of sentiment changes in online messages of depression patients before and during the COVID-19 epidemic based on BERT+BiLSTM	4
Identification of phosphorylation site using S-padding strategy based convolutional neural network	4
Explainable federated learning scheme for secure healthcare data sharing	4
Task-independent auditory probes reveal changes in mental workload during simulated quadrotor UAV training	4
Knowledge and data-driven prediction of organ failure in critical care patients	4