NEMSIS公共研究数据集二元结局指标开发
基于NEMSIS公共研究数据集开发的二元结局指标数据集,包含院前急救事件中死亡/存活状态的元素代码组合,覆盖心脏骤停场景。

基本信息
资源简介
NEMSIS公共研究数据集二元结局指标开发
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 2 个文件、合计 87.03 KB,主题涵盖 National EMS Information System (NEMSIS)、treatment outcomes、emergency medical services,可用于统计建模、特征工程与队列分析,CC BY 4.0 许可开放获取。
【数据集背景】
本数据集源站标题为《Development of a Binary End-of-Event Outcome Indicator for the NEMSIS Public Release Research Dataset》。配套论文《Development of a Binary End-of-Event Outcome Indicator for the NEMSIS Public Release Research Dataset》发表于 Prehospital Emergency Care(2020),DOI:10.1080/10903127.2020.1794435。源站首次发布:2021-01-19。
【数据内容】
源站原始描述:Emergency department and hospital discharge status are available for less than 2% of events recorded in the National EMS Information System (NEMSIS) Public Release Research dataset. The purpose of this project was to develop a binary (“dead” vs. “alive”) end-of-event outcome indicator for the NEMSIS dataset. The data dictionary for the Version 3 NEMSIS dataset was evaluated to identify elements and codes providing information about a patient''s end-of-event status—defined as the point at which EM…
【数据结构与技术规格】
文件数 2 个,合计 87.03 KB。ipec_a_1794435_sm4941.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,33.24 KB。ipec_a_1794435_sm8264.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,53.79 KB。数据集 DOI:10.6084/m9.figshare.12851048.v2。
【主题与分类】
源站学科分类:Biochemistry、Medicine、Cell Biology、Genetics、Chemical Sciences not elsewhere classified、Cancer。主题标签:National EMS Information System (NEMSIS)、treatment outcomes、emergency medical services。
【适用方向】
结构化表格数据可直接用于统计建模、特征工程与队列分析。
【获取与许可】
源站页面:https://tandf.figshare.com/articles/dataset/Development_of_a_Binary_End-of-Event_Outcome_Indicator_for_the_NEMSIS_Public_Release_Research_Dataset/12851048
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Development of a Binary End-of-Event Outcome Indicator for the NEMSIS Public Release Research Dataset. Taylor & Francis. Miller, Melissa L.; Lincoln, Erin W.; Brown, Lawrence H
【使用注意】
· 源站最后修改于 2025-10-20,引用时请注意版本时效。
下载信息
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暂未开放当前数据集主要来源为 Kaggle 公开托管,完整影像包建议通过原始链接或 Kaggle API 获取。
使用方式
数据集获取(Figshare)
- 源站标题:Development of a Binary End-of-Event Outcome Indicator for the NEMSIS Public Release Research Dataset
- DOI:10.6084/m9.figshare.12851048.v2
- 发布日期:2021-01-19
- 文件数:2 个
- 文件总体积:87.03 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/Development_of_a_Binary_End-of-Event_Outcome_Indicator_for_the_NEMSIS_Public_Release_Research_Dataset/12851048
命令行下载
curl -L -o "ipec_a_1794435_sm4941.docx" "https://ndownloader.figshare.com/files/26117291"
curl -L -o "ipec_a_1794435_sm8264.docx" "https://ndownloader.figshare.com/files/24413363"
文件清单
ipec_a_1794435_sm4941.docx(33.24 KB)ipec_a_1794435_sm8264.docx(53.79 KB)
文件总体积 87.03 KB(源站 API 实测)。
数据说明
Emergency department and hospital discharge status are available for less than 2% of events recorded in the National EMS Information System (NEMSIS) Public Release Research dataset. The purpose of this project was to develop a binary (“dead” vs. “alive”) end-of-event outcome indicator for the NEMSIS dataset.
The data dictionary for the Version 3 NEMSIS dataset was evaluated to identify elements and codes providing information about a patient’'s end-of-event status—defined as the point at which EMS providers stopped providing care for an encountered patient, whether at the scene of the event or the transport destination. Those element and code combinations were then used to test the criteria using the NEMSIS-2017 dataset. After revising the criteria based on the NEMSIS-2017 results, the final criteria were then applied to the 2018 NEMSIS dataset. To assess representativeness, the characteristics of events with a determinable outcome were compared to those of the entire dataset. To assess accuracy, the end-of-event indicator was compared with the final reported outcome for patients with a known emergency department disposition.
Eighteen NEMSIS element and code combinations suggest a patient was likely “dead” at the end of EMS care, and 15 combinations suggest a patient was likely “alive” at the end of EMS care. A binary end-of-event outcome indicator could be determined for 13,045,887 (98.6%) of the 13,229,079 NEMSIS-2018 9-1-1 initiated ground EMS responses in which patient contact was established, and for 132,728 (89.1%) of the 148,963 events with documented cardiac arrest. The characteristics of the events with determinable end-of-event outcomes did not differ from those of the full dataset. Among patients with a known outcome, 99.6% of those with an “alive” end-of-event indicator were in fact alive at the time of emergency department disposition.
A binary end-of-event outcome indicator can be determined for 98.6% of 9-1-1 initiated ground EMS scene responses and 89.1% of cardiac arrests included in the NEMSIS dataset. The events with a determinable outcome appear representative of the larger dataset and the end-of-event indicators are generally consistent wi
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.12851048.v2(source: https://tandf.figshare.com/articles/dataset/Development_of_a_Binary_End-of-Event_Outcome_Indicator_for_the_NEMSIS_Public_Release_Research_Dataset/12851048)。
数据缺失?
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