Cover Image

From EMR Data to Clinical Insight: An LLM-Driven Framework for Automated Pre-Consultation Questionnaire Generation

Fuente: arXiv

Saved in:

Bibliographic Details
Main Authors:	Ding, Ruiqing, Sun, Qianfang, Leng, Yongkang, Yin, Hui, Li, Xiaojian
Format:	Preprint
Published:	2025
Subjects:	Artificial Intelligence
Online Access:	Acceder al recurso
Tags:	Add Tag No Tags, Be the first to tag this record!

Similar Items

Cognitive Activation and Chaotic Dynamics in Large Language Models: A Quasi-Lyapunov Analysis of Reasoning Mechanisms
by: Li, Xiaojian, et al.
Published: (2025)

From Passive to Proactive: A Hierarchical Multi-Agent Framework for Automated Medical Pre-Consultation
by: Yu, ChengZhang, et al.
Published: (2025)

EMR-AGENT: Automating Cohort and Feature Extraction from EMR Databases
by: Lee, Kwanhyung, et al.
Published: (2025)

Domain-invariant Clinical Representation Learning by Bridging Data Distribution Shift across EMR Datasets
by: Zhang, Zhongji, et al.
Published: (2023)

ChatPD: An LLM-driven Paper-Dataset Networking System
by: Xu, Anjie, et al.
Published: (2025)

LLM4Rail: An LLM-Augmented Railway Service Consulting Platform
by: Li, Zhuo, et al.
Published: (2025)

LLM-AR: LLM-powered Automated Reasoning Framework
by: Chen, Rick, et al.
Published: (2025)

Disaggregating Embedding Recommendation Systems with FlexEMR
by: Huang, Yibo, et al.
Published: (2024)

TraceCoder: A Trace-Driven Multi-Agent Framework for Automated Debugging of LLM-Generated Code
by: Huang, Jiangping, et al.
Published: (2026)

OntoMetric: An Ontology-Driven LLM-Assisted Framework for Automated ESG Metric Knowledge Graph Generation
by: Yu, Mingqin, et al.
Published: (2025)

InsightEval: An Expert-Curated Benchmark for Assessing Insight Discovery in LLM-Driven Data Agents
by: Zhu, Zhenghao, et al.
Published: (2025)

DATAREEL: Automated Data-Driven Video Story Generation with Animations
by: Mahbub, Ridwan, et al.
Published: (2026)

AutoRPA: Efficient GUI Automation through LLM-Driven Code Synthesis from Interactions
by: Chen, Minghao, et al.
Published: (2026)

MDTeamGPT: A Self-Evolving LLM-based Multi-Agent Framework for Multi-Disciplinary Team Medical Consultation
by: Chen, Kai, et al.
Published: (2025)

Evaluating the Pre-Consultation Ability of LLMs using Diagnostic Guidelines
by: Seo, Jean, et al.
Published: (2026)

Cutscene Agent: An LLM Agent Framework for Automated 3D Cutscene Generation
by: He, Lanshan, et al.
Published: (2026)

A Context Alignment Pre-processor for Enhancing the Coherence of Human-LLM Dialog
by: Wei, Ding
Published: (2026)

Towards Interactive and Learnable Cooperative Driving Automation: a Large Language Model-Driven Decision-Making Framework
by: Fang, Shiyu, et al.
Published: (2024)

Data-to-Dashboard: Multi-Agent LLM Framework for Insightful Visualization in Enterprise Analytics
by: Zhang, Ran, et al.
Published: (2025)

Format Inertia: A Failure Mechanism of LLMs in Medical Pre-Consultation
by: Lim, Seungseop, et al.
Published: (2025)

LLM-Driven Kernel Evolution: Automating Driver Updates in Linux
by: Kharlamova, Arina, et al.
Published: (2025)

Demo: Guide-RAG: Evidence-Driven Corpus Curation for Retrieval-Augmented Generation in Long COVID
by: DiGiacomo, Philip, et al.
Published: (2025)

From Parameters to Performance: A Data-Driven Study on LLM Structure and Development
by: Wang, Suqing, et al.
Published: (2025)

Automated Generation of Massive Reasonable Empirical Theorems by Forward Reasoning Based on Strong Relevant Logics -- A Solution to the Problem of LLM Pre-training Data Exhaustion
by: Cheng, Jingde
Published: (2024)

Toward Automated and Trustworthy Scientific Analysis and Visualization with LLM-Generated Code
by: Chakroborti, Apu Kumar, et al.
Published: (2025)

MAP-Law: Coverage-Driven Retrieval Control for Multi-Turn Legal Consultation
by: Cheng, Qinchuan, et al.
Published: (2026)

A-LAMP: Agentic LLM-Based Framework for Automated MDP Modeling and Policy Generation
by: Je-Gal, Hong, et al.
Published: (2025)

Automated Clinical Data Extraction with Knowledge Conditioned LLMs
by: Li, Diya, et al.
Published: (2024)

TREX: Automating LLM Fine-tuning via Agent-Driven Tree-based Exploration
by: Ma, Zerun, et al.
Published: (2026)

Generative Data Transformation: From Mixed to Unified Data
by: Zhang, Jiaqing, et al.
Published: (2026)

From Text to Simulation: A Multi-Agent LLM Workflow for Automated Chemical Process Design
by: Tian, Xufei, et al.
Published: (2026)

TransLLM: A Unified Multi-Task Foundation Framework for Urban Transportation via Learnable Prompting
by: Leng, Jiaming, et al.
Published: (2025)

A Modular Approach for Clinical SLMs Driven by Synthetic Data with Pre-Instruction Tuning, Model Merging, and Clinical-Tasks Alignment
by: Corbeil, Jean-Philippe, et al.
Published: (2025)

From Query to Counsel: Structured Reasoning with a Multi-Agent Framework and Dataset for Legal Consultation
by: Lu, Mingfei, et al.
Published: (2026)

ChemActor: Enhancing Automated Extraction of Chemical Synthesis Actions with LLM-Generated Data
by: Zhang, Yu, et al.
Published: (2025)

BioBridge: Unified Bio-Embedding with Bridging Modality in Code-Switched EMR
by: Jeon, Jangyeong, et al.
Published: (2024)

Reasoning-Driven Multimodal LLM for Domain Generalization
by: Xu, Zhipeng, et al.
Published: (2026)

An LLM-Based Approach for Insight Generation in Data Analysis
by: Pérez, Alberto Sánchez, et al.
Published: (2025)

RedactOR: An LLM-Powered Framework for Automatic Clinical Data De-Identification
by: Singh, Praphul, et al.
Published: (2025)

CLIN-LLM: A Safety-Constrained Hybrid Framework for Clinical Diagnosis and Treatment Generation
by: Hasan, Md. Mehedi, et al.
Published: (2025)