Public Health & Policy

Medical Education

Latest AI and machine learning research in medical education for healthcare professionals.

2,785 articles
Stay Ahead - Weekly Medical Education research updates
Subscribe
Browse Categories
Showing 1009-1029 of 2,785 articles
On the Design Fundamentals of Pixel Text Representation Learning

Text-rich visual inputs require models that can read, retrieve, and compress language directly in pi...

Prospective In-silico Simulation of the VESALIUS-CV Trial Using Biomedical Knowledge Graph and Real-World Data-Driven AI Modeling

Background. Cardiovascular-outcomes trials are lengthy, costly, and associated with substantial unce...

Flower Hub: A Reproducible Benchmarking Platform for Federated Learning in Simulation and Deployment

Federated learning (FL) has emerged as a key approach for training models across decentralized data,...

Curriculum-Aware Interpolate-then-Refine: Learned Physiological Time-Series Imputation under Realistic Missingness

Imputing physiological time series (arterial blood pressure, blood glucose, etc.) is essential for a...

Far from the Crowd: Scalable Self-Supervised Learning via Geographic Isolation

Self-supervised pretraining on remote sensing imagery typically treats all samples as equally inform...

CalcSeg: Confidence-aware 3D Latent Context Curriculum Learning For Myocardial Scar Segmentation From Single-Stack LGE-CMRs

Myocardial scar segmentation from single-stack late gadolinium-enhanced cardiac magnetic resonance (...

From Corpora to Co-Evolving Capabilities: Capability-Centric Data Design for Generalist Image Generation

Large-scale image generation has benefited from advances in data scale, quality, rebalancing, and re...

Unlocking the Power of Medical Tabular Data via Semantic-Aware Multimodal Pre-training

While vision-language models dominate medical representation learning, unstructured text lacks the d...

Cross-Corpus Evaluation of Generalizable Vulnerability Detection in IoT Firmware

IoT firmware vulnerability detection remains challenging due to heterogeneous firmware ecosystems, r...

Curriculum Generation under Structured Parametric Environments for Robust Navigation Policies

Robust navigation policies for autonomous agents must generalize across continuously varying environ...

CausalOPD: First-Wrong-Step Supervision for Distilling Causal Chain Reasoning

Many critical reasoning tasks, including clinical diagnosis, legal judgment, and industrial fault di...

When May a Model Replace the Experiment? Audits, Licenses, and the Price of Trust in Surrogate-Driven Design

Design campaigns in chemistry, materials science, and machine learning share a bottleneck: determini...

FlexComposer: Unified Video Compositing from Images to Dynamic Footage with Flexible Trajectory Control

Generative video compositing, which involves inserting external assets seamlessly into existing vide...

Spline-Based Boundary Representations for Sparse View Reconstruction and Simulation Using Isogeometric Analysis

Image-based reconstruction aims to recover three-dimensional geometry from images. Recent advances h...

Medical world models in healthcare: foundations, applications, and challenges for trustworthy clinical translation

Medical world models offer a framework for extending medical artificial intelligence beyond static p...

Gaussian Volumetric Representation for Efficient Shear-Warp Visualization

Medical image visualization requires volumetric rendering algorithms that preserve anatomical fideli...

Simulation-Trained Deep Learning for Automated Cell-Based HLA Antibody Assay Interpretation in Pre-Transplant Diagnostics

Preformed and de novo antibodies against donor human leukocyte antigen (HLA) antigens remain a major...

RadSight: Towards Perceptually Reliable Multimodal Radiology Image Understanding

Medical multimodal large language models (MLLMs) are increasingly expected to perform complex image ...

Using large language models for enhancing accessibility for Monte Carlo photon transport simulations and beyond

Significance: Computational modeling and the use of simulation software tools are essential for biom...

Program Synthesis for Simulation-Based Inference: Joint Model Selection and Parameter Estimation

Neural simulation-based inference enables parameter estimation for complex models, but typically req...

Physics-aware Masked Diffusion-based Flood Simulation for Urban Fisheye Disaster Detection

Physical simulations that predict the behavior of urban disasters, such as climate-related flooding,...

Browse Categories