Artificial Intelligence in Healthcare

 

.- Resampling for Clinical Predictions: Balancing Subgroup Utility, Calibration, and Explanation Stability.

.- A Safety Verification Framework for AI-Driven XR Clinical Simulators.

.- Beyond Trustworthy AI:   Unstable Trust, Mental Health AI, and Proof Infrastruc-tures in Healthcare Governance.

 

 

.- Per-Patient Shapley Explanations Fail Silently Under Federated Privacy — and Warm-Start Restores Them.

.- A Pipeline for Evaluating Context-Aware Privacy Risk in Synthetic Healthcare Narratives.

 

 

.- Graph Priors Improve Seizure Onset Zone Identification in a Graph Convolutional Network of StereoEEG.

.- Learning Cardiac Features: ECG Biometrics Across Time and Exercise.

.- ClinTrialCQA: Benchmarking Corpus Scale Question Answering Over Clinical Trial Protocols.

.- DINO-Med: A Unified Patch-Based Adaptation Framework for Multi-Modal Medical Image Analysis Applied to Liver Fibrosis Staging.

.- Cross-Attention Fusion Improves Time-Series Foundation Model Performance in Short Horizon Forecasting Tasks in Data-Sparse Environments.

.- Empirical investigation of 3D CT Foundation Models and Unsupervised Adaptation for Head and Neck Cancer Recurrence Prediction.

.- Parameter-Efficient Multi-Task Learning for Biomedical Abbreviation Disambiguation.

.-FedPhysio-Adapter: Federated CGM Forecasting with Physiology-Aware Adapters and Conformal Deferral

.- Causal Analysis of Parkinson’s Motor Symptoms Using Structured Smartphone Accelerometer Data.

.- Orthogonal Array-Based Feature Selection for Traumatic Brain Injury Prognosis: A Metaheuristic Benchmarking Framework.

.-Uncertainty-Weighted Multi-Task Learning for Early Prediction of Functional Outcome and Length of Stay in Traumatic Brain Injury.

.- A Generative AI Approach for Addressing Skin Tone Imbalance in Dermoscopic Datasets: A Feasibility Study.

.- Multimodal Data Fusion with Federated Multi-Head Attention for Diabetic Retinopathy Severity Classification.

.- The Impact of Temporal Harmonization on Patient Trajectory Analysis in Multiple Sclerosis.

.- Standardizing Lightweight Neural Adaptation of Pathology Foundation Models for Gene Mutation Prediction.

.- MvSG-MI: Multi-View Spectral Graph Learning with Temporal Segmentation for Motor Imagery  EEG Classification.

 

 

.- Pharmacokinetic State Space Models for Unbiased Prediction of Haemodynamic Collapse.

.- Tabular Foundation Models for Clinical Survival Analysis via Survival-Aware Adaptation.

.- Make better use of LOS prediction via a subgroup discovery: estimation in an Emergency Department.

.- SynthEquity: A Privacy-Preserving Computational Framework for Identifying and Mitigating Medical Deserts Using Generative AI.

.- Beyond Discrimination: Calibration and Decision Curve Analysis for 12-Month Survival Prediction After Liver Transplantation — A Retrospective Evaluation.

.- Peak-Aware Two-Stage LSTM Forecasting of Patient Arrivals in Welsh Emergency Departments.

.- Do More Modalities Really Help? Evidence from Controlled Multimodal Clinical Prediction.

.- Controlling for Confounding Bias in Linear Prediction Models for Binary Classification.

.- Ontology-Constrained Interpretable Path Exploration for Clinical Knowledge Discovery across Traditional Chinese Medicine and Modern Biomedicine.

 

 

.- Multi-Source Knowledge Graph RAG for LLM-Based Medical Diagnosis.

.- NCD-CIE: A Causal-Informed Clinical Decision Support System with LLM Augmentation for Non-Communicable Disease Healthcare.

.- Bridging the Data Gap: A Hybrid Data Augmentation Approach for Early HIV Screening via Dialogue Classification.

.- Evaluating Counterfactual Explanations in AI-Based Decision Support for Type 2 Diabetes Prevention: A Qualitative Expert Study.

.- Longitudinal Brain MRI and Cognitive Trajectories for Dementia Risk Stratification.

.- DocAgent-XAI: An Entropy-Guided Agentic RAG System for Adaptive and Explainable Clinical History-Taking.

.- A Multimodal AI-driven Pipeline for Variant Prioritization in Genetic Disorders: Integrating Genomic and Phenotypic Data.

.- FastAPI-Based AI Prototype for Privacy-Preserving Keystroke Analysis in Parkinson’s Detection.

.- Image-based Survival Prediction of Lung Cancer.

.- Condition-Specific Structural Heart Disease Screening from ECG Features: An Interpretable Binary Relevance Machine Learning Analysis.

.- Achieving Fair Skin Lesion Detection through Skin Tone Normalization and Channel Pruning.

.- Hybrid Sampling with Structured-Text Features for Chronic Pain Prediction in Cognitive Impairment.

 

 

.- From Accuracy to Reliability: AI-Based Respiratory Mechanics Estimation under Noise and Clinical Variability.

.- Leveraging CNN-Based Cataract Detection for Remote Screening: A Mixed-Methods Feasibility Study in Ghana.

.- Glaucoma and Age-Related Macular Degeneration Detection through Deep Learning: A Comparative Study of AI-Guided Methodologies.