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Medical Education

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

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Advancing Personalized Learning Analysis via an Innovative Domain Knowledge Informed Attention-based Knowledge Tracing Method

Emerging Knowledge Tracing (KT) models, particularly deep learning and attention-based Knowledge T...

Unsupervised Domain Adaptation for Occlusion Resilient Human Pose Estimation

Occlusions are a significant challenge to human pose estimation algorithms, often resulting in ina...

GIT-CXR: End-to-End Transformer for Chest X-Ray Report Generation

Medical imaging is crucial for diagnosing, monitoring, and treating medical conditions. The medica...

MRG: A Multi-Robot Manufacturing Digital Scene Generation Method Using Multi-Instance Point Cloud Registration

A high-fidelity digital simulation environment is crucial for accurately replicating physical oper...

Deposition Rates in Thermal Laser Epitaxy: Simulation and Experiment

The modeling of deposition rates in Thermal Laser Epitaxy (TLE) is essential for the accurate pred...

PSYCHE: A Multi-faceted Patient Simulation Framework for Evaluation of Psychiatric Assessment Conversational Agents

Recent advances in large language models (LLMs) have accelerated the development of conversational...

Prediction of Geoeffective CMEs Using SOHO Images and Deep Learning

The application of machine learning to the study of coronal mass ejections (CMEs) and their impact...

Scaling Molecular Representation Learning with Hierarchical Mixture-of-Experts

Recent advancements in large-scale self-supervised pretraining have significantly improved molecular...

Bridging model and experiment in systems neuroscience with Cleo: the Closed-Loop, Electrophysiology, and Optophysiology simulation testbed

Systems neuroscience has experienced an explosion of new tools for reading and writing neural activi...

Data-efficient protein mutational effect prediction with weak supervision by molecular simulation and protein language models

Machine learning-based protein mutational effect prediction is widely used in protein engineering an...

FixGrower: An efficient and robust curriculum for shaping fixation behavior in rodents

Center-port fixation is a common prerequisite for many freely-moving rodent tasks in neuroscience an...

Reconstructing the Mitochondrial Proton Motive Force Using Physics-Informed Neural Networks and Surrogate Bioenergetic Signals

The mitochondrial proton motive force (PMF) underlies ATP synthesis, metabolite transport, and energ...

CryoPhold: CryoEM meets AlphaFold and molecular simulation to reveal protein dynamics

Here we are introducing CryoPhold, a modular workflow that unifies AlphaFold-based ensemble generati...

vcfsim: flexible simulation of all-sites VCFs with missing data

VCFs are the most widely used data format for encoding genetic variation. By design, standard VCFs d...

Molecular dynamics simulation of the truncated NMDA receptor in the open state

The GluN1/GluN2A N-methyl-D-aspartate receptor (NMDAR) is a critical ligand-gated ion channel in the...

AstraPTM2: A Context-Aware Transformer for Broad-Spectrum PTM Prediction

Post-translational modifications (PTMs) are covalent changes in proteins after biosynthesis that sha...

Designing proteins with reduced T-cell epitopes through policy optimization

Deep generative models for protein structure and sequence are increasingly used to design proteins w...

Simulation and empirical evaluation of biologically-informed neural network performance

Biologically-informed neural networks (BiNNs) offer interpretable deep learning models for biologica...

Integrating Machine Learning with Musculoskeletal Simulation Improves OpenCap Video-Based Dynamics Estimation

Musculoskeletal dynamics influence the progression and rehabilitation of many movement-related condi...

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