OOIR: Observatory of International Research

Papers

(The median citation count of Health Information Science and Systems is 3. 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 2021-11-01 to 2025-11-01.)

Article	Citations
Microstate feature fusion for distinguishing AD from MCI	85
K-cql: an arterial blood gas analysis-based deep offline reinforcement learning algorithm for mechanical ventilation treatment	65
ADHD-KG: a knowledge graph of attention deficit hyperactivity disorder	55
A novel multi-modal model to assist the diagnosis of autism spectrum disorder using eye-tracking data	53
COV-ECGNET: COVID-19 detection using ECG trace images with deep convolutional neural network	38
Nationwide hospital admission data statistics and disease-specific 30-day readmission prediction	38
Leveraging deep learning for epigenetic protein prediction: a novel approach for early lung cancer diagnosis and drug discovery	37
Identification of circRNA-miRNA-mRNA networks to explore underlying mechanism in lung cancer	34
Exploring relationship between emotion and probiotics with knowledge graphs	33
Efficient management of pulmonary embolism diagnosis using a two-step interconnected machine learning model based on electronic health records data	30
Knowledge-enhanced medical image classification via descriptive priors from large language models	29
Gpmb-yolo: a lightweight model for efficient blood cell detection in medical imaging	29
A 3D decoupling Alzheimer’s disease prediction network based on structural MRI	28
Image-based second opinion for blood typing	25
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	24
Embedding-based link predictions to explore latent comorbidity of chronic diseases	23
Detecting autism in children through drawing characteristics using the visual-motor integration test	23
Automated robust human emotion classification system using hybrid EEG features with ICBrainDB dataset	22
Convolutional neural network framework for EEG-based ADHD diagnosis in children	21
Spatial-attention ConvMixer architecture for classification and detection of gastrointestinal diseases using the Kvasir dataset	21
Machine-learning-based prediction of cardiovascular events for hyperlipidemia population with lipid variability and remnant cholesterol as biomarkers	20
Supervised graph contrastive learning for cancer subtype identification through multi-omics data integration	19
Dynamically stabilized recurrent neural network optimized with Artificial Gorilla Troops espoused Alzheimer’s disorder detection using EEG signals	19
Timelygpt: extrapolatable transformer pre-training for long-term time-series forecasting in healthcare	18
Multi-omics prognostic signatures of IPO11 mRNA expression and clinical outcomes in colorectal cancer using bioinformatics approaches	18

HTC-Net: Hashimoto’s thyroiditis ultrasound image classification model based on residual network reinforced by channel attention mechanism	17
Automated lead toxicity prediction using computational modelling framework	15
Comorbidity progression analysis: patient stratification and comorbidity prediction using temporal comorbidity network	15
From molecular mechanisms of prostate cancer to translational applications: based on multi-omics fusion analysis and intelligent medicine	14
Color-invariant skin lesion semantic segmentation based on modified U-Net deep convolutional neural network	14
A drug prescription recommendation system based on novel DIAKID ontology and extensive semantic rules	14
Mixed pyramid attention network for nuclear cataract classification based on anterior segment OCT images	14
Adaptive filter of frequency bands based coordinate attention network for EEG-based motor imagery classification	14
Multi-dimensional perceptual quality assessment for magnetic resonance images	13
An EEG-based patient-independent epileptic seizure detection method based on domain generative adversarial network	13
Margin-aware optimized contrastive learning for enhanced self-supervised histopathological image classification	13
Meta semi-supervised medical image segmentation with label hierarchy	13
A new mixed reality tool for training in minimally invasive robotic-assisted surgery	13
Identification and applications of disease-associated differential human and bacterial proteins with metaproteomic evidence	13
Enhancing medical image report generation using a self-boosting multimodal alignment framework	13
CLAD-Net: cross-layer aggregation attention network for real-time endoscopic instrument detection	12
A framework for in-vivo human brain tumor detection using image augmentation and hybrid features	12
Holistic multi-class classification & grading of diabetic foot ulcerations from plantar thermal images using deep learning	12
Alterations of DNA methylation profile in peripheral blood of children with simple obesity	11
A deep reinforcement learning-based wireless body area network offloading optimization strategy for healthcare services	11
A computational model to analyze the impact of birth weight-nutritional status pair on disease development and disease recovery	11
Enhancing cancer subtype classification through convolutional neural networks: a deepinsight analysis of TCGA gene expression data	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
Linguistic summarization of visual attention and developmental functioning of young children with autism spectrum disorder	10
Multimodal learning of clinically accessible tests to aid diagnosis of neurodegenerative disorders: a scoping review	10
Rapid detection and interpretation of heart murmurs using phonocardiograms, transfer learning and explainable artificial intelligence	10
A heterogeneous multi-modal medical data fusion framework supporting hybrid data exploration	9
Optimized automated detection of diabetic retinopathy severity: integrating improved multithresholding tunicate swarm algorithm and improved hybrid butterfly optimization	9
Cardiac murmur grading and risk analysis of cardiac diseases based on adaptable heterogeneous-modality multi-task learning	9
Enhancing ASD detection accuracy: a combined approach of machine learning and deep learning models with natural language processing	9
Hyperbolic vision language representation learning on chest radiology images	9
Gut microbiome biomarkers in adolescent obesity: a regional study	9
EAPR: explainable and augmented patient representation learning for disease prediction	9
Classifying sepsis from photoplethysmography	8
Spatial and frequency domain-based feature fusion for accurate detection of schizophrenia using AI-driven approaches	8
Predictive modeling of depression and anxiety after myocardial infarction: a study on influential factors and heart rate variability	8
CSL-CTEA: a systematic method for evaluating novel intelligent cognitive assessment tools	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	7
Improving laryngeal cancer detection using chaotic metaheuristics integration with squeeze-and-excitation resnet model	7
Predicting drug–drug interactions based on multi-view and multichannel attention deep learning	7
A transfer learning enabled approach for ocular disease detection and classification	7
Neuro-signaling techniques in video gaming endorsements: a cognitive and neural dynamics approach	7
Viewpoint-invariant exercise repetition counting	6
Early detection of paediatric and adolescent obsessive–compulsive, separation anxiety and attention deficit hyperactivity disorder using machine learning algorithms	6
Pre-collapse femoral head necrosis treated by hip abduction: a computational biomechanical analysis	6
Interrelated feature selection from health surveys using domain knowledge graph	6
A new segment method for pulmonary artery and vein	6
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

UniMRE: a unified framework for zero-shot medicial relation extraction with large language models	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
LASF: a local adaptive segmentation framework for coronary angiogram segments	6
The contrastive learning method in tongue image representation learning and its significance in intelligent diagnosis	6
LCRNet: local cross-channel recalibration network for liver cancer classification based on CT images	5
An interpretable machine learning model for predicting sepsis-induced cardiomyopathy in ICU patients: development and validation using the MIMIC-IV database	5
Enhanced prediction of spine surgery outcomes using advanced machine learning techniques and oversampling methods	5
Explainable depression symptom detection in social media	5
Coronary artery segmentation framework based on three types of U-Net and voting ensembles	5
MHA: a multimodal hierarchical attention model for depression detection in social media	5
Comprehensive applications of the artificial intelligence technology in new drug research and development	5
A lightweight network based on multi-feature pseudo-color mapping for arrhythmia recognition	5
Machine learning models for classification and identification of significant attributes to detect type 2 diabetes	5
Segmentation and severity classification of scar tissues in LGE-CMR images using HDResC-Net with Flamingo gannet search optimization	5
LDS-CNN: a deep learning framework for drug-target interactions prediction based on large-scale drug screening	4
Task-independent auditory probes reveal changes in mental workload during simulated quadrotor UAV training	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
Identification of phosphorylation site using S-padding strategy based convolutional neural network	4
A review of machine learning-based methods for predicting drug–target interactions	4
MDU-Net: multi-scale densely connected U-Net for biomedical image segmentation	4
Meta-path guided graph attention network for explainable herb recommendation	4
Explainable federated learning scheme for secure healthcare data sharing	4
Knowledge and data-driven prediction of organ failure in critical care patients	4
Enhancing LLM-based clinical reasoning in anesthesiology via graph-augmented retrieval and explainable generation	4
DPD (DePression Detection) Net: a deep neural network for multimodal depression detection	4
Features extraction using encoded local binary pattern for detection and grading diabetic retinopathy	4
Machine learning approach to flare-up detection and clustering in chronic obstructive pulmonary disease (COPD) patients	4
Multi-teacher based knowledge distillation for retinal vessel segmentation	4
Optimised deep k-nearest neighbour’s based diabetic retinopathy diagnosis(ODeep-NN) using retinal images	4
STSNet: a novel spatio-temporal-spectral network for subject-independent EEG-based emotion recognition	4
Design and evaluation of an exergame system to assist knee disorders patients' rehabilitation based on gesture interaction	4
Self-supervised neural network-based endoscopic monocular 3D reconstruction method	4
Design and technical validation to generate a synthetic 12-lead electrocardiogram dataset to promote artificial intelligence research	3
A new diagnostic autism spectrum disorder (DASD) strategy using ensemble diagnosis methodology based on blood tests	3
Detecting self-harm in social media using term weighting schemes based on the distance between words and personal pronouns	3
Generalized metabolic flux analysis framework provides mechanism-based predictions of ophthalmic complications in type 2 diabetes patients	3
Detection and explanation of anomalies in healthcare data	3
Effectiveness assessment of repetitive transcranial alternating current stimulation with concurrent EEG and fNIRS measurement	3
Deep transfer learning hybrid techniques for precision in breast cancer tumor histopathology classification	3
Postoperative prognostic nomogram for adult grade II/III astrocytoma in the Chinese Han population	3
Exploiting biochemical data to improve osteosarcoma diagnosis with deep learning	3
A divisive hierarchical clustering methodology for enhancing the ensemble prediction power in large scale population studies: the ATHLOS project	3
Video-based evaluation system for tic action in Tourette syndrome: modeling, detection, and evaluation	3
Analysis of sentiment changes in online messages of depression patients before and during the COVID-19 epidemic based on BERT+BiLSTM	3
CTGFusionNet: fusion of deep learning models for predicting fetal distress—a multimodal approach	3
DRAW+: network-based computational drug repositioning with attention walking and noise filtering	3
Clustering environmental pollutants associated with increased risk of metabolic disease: a hierarchical analysis	3
Analyses of different prescriptions for health using artificial intelligence: a critical approach based on the international guidelines of health institutions	3