OOIR: Observatory of International Research

Papers

(The TQCC of Health Information Science and Systems is 9. 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
Gpmb-yolo: a lightweight model for efficient blood cell detection in medical imaging	32
Exploring relationship between emotion and probiotics with knowledge graphs	32
Image-based second opinion for blood typing	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
Knowledge-enhanced medical image classification via descriptive priors from large language models	27
Structured reflective reasoning for precise medical knowledge graph retrieval augmented generation	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
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	23
Spatial-attention ConvMixer architecture for classification and detection of gastrointestinal diseases using the Kvasir dataset	23
Embedding-based link predictions to explore latent comorbidity of chronic diseases	20
Dynamically stabilized recurrent neural network optimized with Artificial Gorilla Troops espoused Alzheimer’s disorder detection using EEG signals	20
Timelygpt: extrapolatable transformer pre-training for long-term time-series forecasting in healthcare	19
Machine-learning-based prediction of cardiovascular events for hyperlipidemia population with lipid variability and remnant cholesterol as biomarkers	18

Supervised graph contrastive learning for cancer subtype identification through multi-omics data integration	18
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
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
Automated lead toxicity prediction using computational modelling framework	16
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
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
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
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
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
Margin-aware optimized contrastive learning for enhanced self-supervised histopathological image classification	13
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
Enhancing cancer subtype classification through convolutional neural networks: a deepinsight analysis of TCGA gene expression data	12
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
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
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
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
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
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