Cover Image

Reinforcement Learning for Clinical Reasoning: Aligning LLMs with ACR Imaging Appropriateness Criteria

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Tziakouri, Anni, Menolascina, Filippo
Format:	Preprint
Published:	2025
Subjects:	Quantitative Methods
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Bridging Clinical Narratives and ACR Appropriateness Guidelines: A Multi-Agent RAG System for Medical Imaging Decisions
by: Pambudi, Satrio, et al.
Published: (2025)

ModernBERT + ColBERT: Enhancing biomedical RAG through an advanced re-ranking retriever
by: Rivera, Eduardo Martínez, et al.
Published: (2025)

ProDCARL: Reinforcement Learning-Aligned Diffusion Models for De Novo Antimicrobial Peptide Design
by: Sheng, Fang, et al.
Published: (2026)

An LLM-Powered Clinical Calculator Chatbot Backed by Verifiable Clinical Calculators and their Metadata
by: Kumar, Niranjan, et al.
Published: (2025)

Aligned Manifold Property and Topology Point Clouds for Learning Molecular Properties
by: Mihalcea, Alexander
Published: (2025)

From Exposure to Internalization: Dual-Stream Calibration for In-context Clinical Reasoning
by: Zhao, Chuang, et al.
Published: (2026)

ECKO: Explainable Clinical Knowledge for Oncology
by: Silva, Marta Contreiras, et al.
Published: (2025)

Enhancing Clinical Data Warehouses with Provenance and Large File Management: The gitOmmix Approach for Clinical Omics Data
by: Wack, Maxime, et al.
Published: (2024)

ChemAU: Harness the Reasoning of LLMs in Chemical Research with Adaptive Uncertainty Estimation
by: Liu, Xinyi, et al.
Published: (2025)

BioVERSE: Representation Alignment of Biomedical Modalities to LLMs for Multi-Modal Reasoning
by: Tsou, Ching-Huei, et al.
Published: (2025)

Disentangling Proxies of Demographic Adjustments in Clinical Equations
by: Shah, Aashna P., et al.
Published: (2025)

Aligned Diffusion Schrödinger Bridges
by: Somnath, Vignesh Ram, et al.
Published: (2023)

Radical-mediated Electrical Enzyme Assay For At-home Clinical Test
by: Jang, Hyun-June, et al.
Published: (2024)

Quantifying AI-to-Clinical Translation: The Algorithm-to-Outcome Concordance (AOC) Framework
by: Yu, Xiyao, et al.
Published: (2025)

Integrative Prognostic Modeling of Breast Cancer Survival with Gene Expression and Clinical Data
by: Amevor, Robert, et al.
Published: (2025)

Lightweight Language Models are Prone to Reasoning Errors for Complex Computational Phenotyping Tasks
by: Pungitore, Sarah, et al.
Published: (2025)

Complex hemodynamic responses to trans-vascular electrical stimulation of the renal nerve in anesthetized pigs
by: Agnesi, Filippo, et al.
Published: (2024)

RawAlign: Accurate, Fast, and Scalable Raw Nanopore Signal Mapping via Combining Seeding and Alignment
by: Lindegger, Joël, et al.
Published: (2023)

Beyond the Clinic: A Large-Scale Evaluation of Augmenting EHR with Wearable Data for Diverse Health Prediction
by: Wang, Will Ke, et al.
Published: (2025)

Towards Precision Oncology: Predicting Mortality and Relapse-Free Survival in Head and Neck Cancer Using Clinical Data
by: Dhariwal, Naman, et al.
Published: (2025)

Toward Scalable Early Cancer Detection: Evaluating EHR-Based Predictive Models Against Traditional Screening Criteria
by: Park, Jiheum, et al.
Published: (2025)

Harnessing Artificial Intelligence To Reduce Phototoxicity in Live Imaging
by: Gómez-de-Mariscal, Estibaliz, et al.
Published: (2023)

Attention-based ROI Discovery in 3D Tissue Images
by: Fathollahian, Hossein, et al.
Published: (2025)

UNGT: Ultrasound Nasogastric Tube Dataset for Medical Image Analysis
by: Liu, Zhaoshan, et al.
Published: (2025)

Exhaustive Investigation of CBC-Derived Biomarker Ratios for Clinical Outcome Prediction: The RDW-to-MCHC Ratio as a Novel Mortality Predictor in Critical Care
by: Leontiev, Dmytro, et al.
Published: (2025)

Image-Based Biospeckle Contrast Analysis for Rapid Antimicrobial Susceptibility Testing
by: Gameiro, M. A., et al.
Published: (2025)

Real-Time Image Analysis Software Suitable for Resource-Constrained Computing
by: Matov, Alexandre
Published: (2024)

Align Your Structures: Generating Trajectories with Structure Pretraining for Molecular Dynamics
by: Iyengar, Aniketh, et al.
Published: (2026)

Optical Spectroscopic Imaging for Early Detection of Salinity Stress in Plants: A Review
by: Gupta, Ramji, et al.
Published: (2025)

Omni-QALAS: Optimized Multiparametric Imaging for Simultaneous T1, T2 and Myelin Water Mapping
by: Li, Shizhuo, et al.
Published: (2025)

3D MR Fingerprinting for Dynamic Contrast-Enhanced Imaging of Whole Mouse Brain
by: Zhu, Yuran, et al.
Published: (2024)

Equivariant Denoisers Cannot Copy Graphs: Align Your Graph Diffusion Models
by: Laabid, Najwa, et al.
Published: (2024)

ProteinZero: Self-Improving Protein Generation via Online Reinforcement Learning
by: Wang, Ziwen, et al.
Published: (2025)

An 11,000-Study Open-Access Dataset of Longitudinal Magnetic Resonance Images of Brain Metastases
by: Chadha, Saahil, et al.
Published: (2025)

FairLogue: A Toolkit for Intersectional Fairness Analysis in Clinical Machine Learning Models
by: Souligne, Nick, et al.
Published: (2026)

DrugGen: Advancing Drug Discovery with Large Language Models and Reinforcement Learning Feedback
by: Sheikholeslami, Mahsa, et al.
Published: (2024)

CellFluxRL: Biologically-Constrained Virtual Cell Modeling via Reinforcement Learning
by: Wu, Dongxia, et al.
Published: (2026)

BlastDiffusion: A Latent Diffusion Model for Generating Synthetic Embryo Images to Address Data Scarcity in In Vitro Fertilization
by: Golfe, Alejandro, et al.
Published: (2025)

Negative Spillover: A Potential Source of Bias in Pragmatic Clinical Trials
by: Mann, Sean
Published: (2023)

Incorporating Metabolic Information into LLMs for Anomaly Detection in Clinical Time-Series
by: Rahman, Maxx Richard, et al.
Published: (2024)