Artificial Intelligence Medical Compendium

Explore the latest research on artificial intelligence and machine learning in medicine.

Showing 6,121 to 6,130 of 205,623 articles

Liquid-liquid phase separation in metabolic engineering: Mechanistic insights, emerging applications, and future challenges.

Biotechnology advances
Mechanistic studies of liquid-liquid phase separation (LLPS) have increasingly revealed that cells achieve multiscale and highly precise regulation of metabolic activities and biochemical reaction networks through the formation of membraneless organe... read more 

Assessing Military Artificial Intelligence Responses to Anterior Cruciate Ligament Injury Frequently Asked Questions.

Military medicine
INTRODUCTION: Artificial intelligence is gaining significant traction, particularly in the orthopedic literature. To date, there has been no published literature on the use of specific military AI tools such as NIPR-GPT. The accuracy, reliability, an... read more 

A Deep Learning-Based Predictive Algorithm for Metabolic Syndrome Detection in the U.S. Population

medRxiv
Objective To develop clinically operational, population-representative risk-score models for detecting metabolic syndrome (MetS) in U.S. adults by incorporating the NHANES survey design. Research Design and Methods We analyzed 36,812 U.S. adults from... read more 

Explainable AI and public reactions to AI-involved adverse diagnostic events: a vignette study

medRxiv
Artificial intelligence (AI) is increasingly incorporated into diagnostic decision-making, raising questions about physician responsibility following AI-involved adverse diagnostic events. Explainable AI (XAI) has been proposed to improve transparenc... read more 

Combined values alignment and epistemic verification prevent delusional reinforcement in conversational AI agents

medRxiv
Conversational AI is being deployed into medical decision support, mental-health triage, and social companionship, where reinforcement of a user's false or delusional belief can cause direct harm. Most deployed safety techniques are evaluated for fac... read more 

Conformal Prediction and Ensemble Learning for Uncertainty-Aware ICU Mortality Stratification

medRxiv
Background. Conventional ICU severity scores - SOFA, qSOFA, and APACHE-II - use additive integer weightings that cannot capture non-linear organ failure interactions; prospective validations consistently report AUC near 0.73. None quantifies predicti... read more 

Can synthetic data overcome the privacy and fidelity bottleneck in Pharmacometrics? A comparative benchmark using a daptomycin population pharmacokinetic model

medRxiv
Abstract Introduction The sharing of individual patient data is essential for advancing pharmacometrics but is strictly limited by privacy regulations (e.g., GDPR). While synthetic data generation offers a legally compliant alternative, its structura... read more 

Cost-Effectiveness and Cost-Utility of a Colon Capsule Endoscopy in a Population-Based Screening Program for Colorectal Cancer

medRxiv
Background: Colon capsule endoscopy (CCE) has been proposed as a non-invasive alternative to colonoscopy for colorectal cancer (CRC) screening, offering greater patient comfort and potentially reducing healthcare burden. However, its cost-effectivene... read more 

Calibrated and Interpretable Machine Learning for ICU Mortality Prediction Using First 24-Hour Clinical Data

medRxiv
Objective: To develop, calibrate, and interpret machine learning models for predicting in-hospital mortality among intensive care unit (ICU) patients using clinical data collected during the first 24 hours of admission. Methods: We analyzed 53,866 ad... read more 

Augmenting Structured Diagnoses through Effective Use of Pre-trained Large Language Models on Clinical Notes

medRxiv
Objective Clinical narrative provides a unique window into provider reasoning and attribution, but use has been limited by resource requirements and extensive fine-tuning, and LLMs in particular have traditionally not performed well at medical coding... read more