2003年至2014年退伍军人健康管理局中初次和复发性艰难梭菌感染的全国流行病学
基于VHA的12年回顾性队列数据,分析艰难梭菌感染初次和复发的发病率、死亡率及住院时长趋势。

基本信息
资源简介
2003年至2014年退伍军人健康管理局中初次和复发性艰难梭菌感染的全国流行病学
【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 6.06 MB,主题涵盖 hospital LOS、CDI episodes、recurrence、adult VHA beneficiaries、CDI incidence,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《National epidemiology of initial and recurrent Clostridium difficile infection in the Veterans Health Administration from 2003 to 2014》。配套论文《National epidemiology of initial and recurrent Clostridium difficile infection in the Veterans Health Administration from 2003 to 2014》发表于 PLOS ONE(2017),DOI:10.1371/journal.pone.0189227。源站首次发布:2017-12-07。
【数据内容】
源站原始描述:Introduction Prior studies demonstrated marked increases in Clostridium difficile infection (CDI) in the United States (U.S.) in recent years. The objective of this study was to describe the epidemiology of initial and recurrent CDI in a national Veterans Health Administration (VHA) cohort over a 12-year period. Methods This was a retrospective cohort study of all adult VHA beneficiaries with CDI (ICD-9-CM code 008.45) plus a positive CDI stool test between October 1, 2002 and September 30, 2014…
【数据结构与技术规格】
文件数 2 个,合计 6.06 MB。S1 Table.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,19.44 KB。数据集 DOI:10.1371/journal.pone.0189227。
【主题与分类】
源站学科分类:Biotechnology、Chemical Sciences not elsewhere classified、Biological Sciences not elsewhere classified、Mathematical Sciences not elsewhere classified、Developmental Biology、Science Policy。主题标签:hospital LOS、CDI episodes、recurrence、adult VHA beneficiaries、CDI incidence、Veterans Health Administration、retrospective cohort study、CDI stool test、FY、30- day mortality。
【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://plos.figshare.com/articles/dataset/National_epidemiology_of_initial_and_recurrent_i_Clostridium_difficile_i_infection_in_the_Veterans_Health_Administration_from_2003_to_2014/5681308
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:R. Reveles, Kelly; Lawson, Kenneth A.; M. Mortensen, Eric; Jo V. Pugh, Mary; M. Koeller, Jim; Argamany, Jacqueline R.; et al. (2017). National epidemiology of initial and recurrent Clostridium difficile infection in the Veterans Health Administration from 2003 to 2014. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-05-31,引用时请注意版本时效。
下载信息
注册下载
需要注册 Kaggle 账号并登录后下载,适合需要跟踪下载记录和使用 API 的用户。
暂未开放公开下载
无需注册即可直接获取公开样本或文档,适合快速预览和评估数据集质量。
免登录有偿下载
公开数据集受托下载与技术交付服务。
提供高速下载与技术交付服务(收技术服务费,非数据销售)
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:National epidemiology of initial and recurrent <i>Clostridium difficile</i> infection in the Veterans Health Administration from 2003 to 2014
- DOI:10.1371/journal.pone.0189227
- 发布日期:2017-12-07
- 文件数:2 个
- 文件总体积:6.06 MB
- 源站页面:https://plos.figshare.com/articles/dataset/National_epidemiology_of_initial_and_recurrent_i_Clostridium_difficile_i_infection_in_the_Veterans_Health_Administration_from_2003_to_2014/5681308
命令行下载
curl -L -o "S1 Table.docx" "https://ndownloader.figshare.com/files/9939946"
curl -L -o "S1 File.csv" "https://ndownloader.figshare.com/files/9939955"
文件清单
S1 Table.docx(19.44 KB)S1 File.csv(6.04 MB)
文件总体积 6.06 MB(源站 API 实测)。
数据加载示例(图像类)
from PIL import Image
import glob, os
files = (glob.glob(os.path.join(path, "**", "*.png"), recursive=True)
+ glob.glob(os.path.join(path, "**", "*.jpg"), recursive=True)
+ glob.glob(os.path.join(path, "**", "*.tif"), recursive=True))
print("图像文件数:", len(files))
img = Image.open(files[0]); print("尺寸/模式:", img.size, img.mode)
# torchvision Dataset 方式:
# from torchvision import datasets
# ds = datasets.ImageFolder(path) # 要求 子目录=类别
目录组织与标注格式以源站说明和下载后实际文件为准。
数据说明
Introduction
Prior studies demonstrated marked increases in Clostridium difficile infection (CDI) in the United States (U.S.) in recent years. The objective of this study was to describe the epidemiology of initial and recurrent CDI in a national Veterans Health Administration (VHA) cohort over a 12-year period.
Methods
This was a retrospective cohort study of all adult VHA beneficiaries with CDI (ICD-9-CM code 008.45) plus a positive CDI stool test between October 1, 2002 and September 30, 2014. Data were obtained from the VA Informatics and Computing Infrastructure. Recurrence was defined as a second ICD-9-CM code plus a new course of CDI therapy following a minimum three-day gap after the initial therapy was completed. CDI incidence and outcomes were presented descriptively and longitudinally.
Results
Overall, 30,326 patients met study inclusion criteria. CDI incidence increased from FY 2003 (1.6 per 10,000) to FY 2013 (5.1 per 10,000). Thereafter, CDI incidence decreased through FY 2014 (4.6 per 10,000). A total of 5,011 patients (17%) experienced a first recurrence and, of those, 1,713 (34%) experienced a second recurrence. Recurrence incidence increased 10-fold over the study period, from (0.1 per 10,000) in FY 2003, to (1.0 per 10,000) in FY 2014. Overall, 30-day mortality and median hospital length of stay (LOS) decreased among initial episodes over the study period. Mortality was higher for initial episodes (21%) compared to first recurrences (11%) and second recurrences (7%). Median hospital LOS was longer for first episodes (13 days) compared to first (9 days) and second recurrences (8 days).
Conclusions
Initial and recurrent CDI episodes increased among veterans over a 12-year period. Outcomes, such as mortality and hospital LOS improved in recent years; both of these outcomes are worse for initial CDI episodes than recurrent episodes.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0189227(source: https://plos.figshare.com/articles/dataset/National_epidemiology_of_initial_and_recurrent_i_Clostridium_difficile_i_infection_in_the_Veterans_Health_Administration_from_2003_to_2014/5681308)。
数据缺失?
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