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MIMIC-IV-Ext Triage Instruction Corpus

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DataCite Commons2025-03-04 更新2025-04-16 收录
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https://physionet.org/content/mietic/1.0.0/
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资源简介:
Emergency department (ED) overcrowding leads to delayed care, increased patient risk, and inefficient resource use. The MIMIC-IV-Ext Triage Instruction Corpus (MIETIC) addresses this by providing 9,629 structured triage cases from MIMIC-IV, aligned with the Emergency Severity Index (ESI). MIETIC supports large language model (LLM) training for AI-assisted triage, improving accuracy, consistency, and risk assessment. The dataset includes chief complaints, vital signs, demographics, and medical history, ensuring realistic triage decision-making. Developed through automated quality control and expert validation, MIETIC enhances model performance in high-risk and moderate-risk classification. Available in CSV formats, MIETIC enables research in clinical NLP, AI-driven triage, and decision-support tools. The dataset module includes: 1. Structured triage cases with ESI labels. 2. Triage case generation prompts for instruction tuning. 3. Expert-validated samples for quality control. 4. SQL scripts for data extraction and validation, hosted on GitHub. MIETIC provides a standardized, reproducible dataset to advance AI-driven emergency triage, optimizing accuracy, efficiency, and resource allocation.
提供机构:
PhysioNet
创建时间:
2025-02-18
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