肯尼亚锡卡医院手术抗生素预防使用变化:基于中断时间序列的质量改进干预
肯尼亚锡卡医院16个月手术抗生素预防使用变化及手术部位感染监测数据集,评估政策干预效果。

基本信息
资源简介
肯尼亚锡卡医院手术抗生素预防使用变化:基于中断时间序列的质量改进干预
【数据集背景】
本数据集源站标题为《Changing Use of Surgical Antibiotic Prophylaxis in Thika Hospital, Kenya: A Quality Improvement Intervention with an Interrupted Time Series Design》。配套论文《Changing Use of Surgical Antibiotic Prophylaxis in Thika Hospital, Kenya: A Quality Improvement Intervention with an Interrupted Time Series Design》发表于 PLoS ONE(2013),DOI:10.1371/journal.pone.0078942。源站首次发布:2013-11-11。
【数据内容】
源站原始描述:Introduction In low-income countries, Surgical Site Infection (SSI) is a common form of hospital-acquired infection. Antibiotic prophylaxis is an effective method of preventing these infections, if given immediately before the start of surgery. Although several studies in Africa have compared pre-operative versus post-operative prophylaxis, there are no studies describing the implementation of policies to improve prescribing of surgical antibiotic prophylaxis in African hospitals. Methods We con…
【数据结构与技术规格】
文件数 2 个,合计 6.87 MB。Appendix_S1.pdf:application/pdf,241.39 KB。数据集 DOI:10.1371/journal.pone.0078942。
【主题与分类】
源站学科分类:Biological Sciences。主题标签:surgical、antibiotic、prophylaxis、thika、interrupted。
【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/_Changing_Use_of_Surgical_Antibiotic_Prophylaxis_in_Thika_Hospital_Kenya_A_Quality_Improvement_Intervention_with_an_Interrupted_Time_Series_Design_/846468
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:M. Aiken, Alexander; K. Wanyoro, Anthony; Mwangi, Jonah; Juma, Francis; K. Mugoya, Isaac; Anthony G Scott, J. (2016). Changing Use of Surgical Antibiotic Prophylaxis in Thika Hospital, Kenya: A Quality Improvement Intervention with an Interrupted Time Series Design. 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:Changing Use of Surgical Antibiotic Prophylaxis in Thika Hospital, Kenya: A Quality Improvement Intervention with an Interrupted Time Series Design
- DOI:10.1371/journal.pone.0078942
- 发布日期:2013-11-11
- 文件数:2 个
- 文件总体积:6.87 MB
- 源站页面:https://plos.figshare.com/articles/dataset/_Changing_Use_of_Surgical_Antibiotic_Prophylaxis_in_Thika_Hospital_Kenya_A_Quality_Improvement_Intervention_with_an_Interrupted_Time_Series_Design_/846468
命令行下载
curl -L -o "Appendix_S1.pdf" "https://ndownloader.figshare.com/files/1275537"
curl -L -o "Appendix_S2.tif" "https://ndownloader.figshare.com/files/1275538"
文件清单
Appendix_S1.pdf(241.39 KB)Appendix_S2.tif(6.63 MB)
文件总体积 6.87 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
In low-income countries, Surgical Site Infection (SSI) is a common form of hospital-acquired infection. Antibiotic prophylaxis is an effective method of preventing these infections, if given immediately before the start of surgery. Although several studies in Africa have compared pre-operative versus post-operative prophylaxis, there are no studies describing the implementation of policies to improve prescribing of surgical antibiotic prophylaxis in African hospitals.
Methods
We conducted SSI surveillance at a typical Government hospital in Kenya over a 16 month period between August 2010 and December 2011, using standard definitions of SSI and the extent of contamination of surgical wounds. As an intervention, we developed a hospital policy that advised pre-operative antibiotic prophylaxis and discouraged extended post-operative antibiotics use. We measured process, outcome and balancing effects of this intervention in using an interrupted time series design.
Results
From a starting point of near-exclusive post-operative antibiotic use, after policy introduction in February 2011 there was rapid adoption of the use of pre-operative antibiotic prophylaxis (60% of operations at 1 week; 98% at 6 weeks) and a substantial decrease in the use of post-operative antibiotics (40% of operations at 1 week; 10% at 6 weeks) in Clean and Clean-Contaminated surgery. There was no immediate step-change in risk of SSI, but overall, there appeared to be a moderate reduction in the risk of superficial SSI across all levels of wound contamination. There were marked reductions in the costs associated with antibiotic use, the number of intravenous injections performed and nursing time spent administering these.
Conclusion
Implementation of a locally developed policy regarding surgical antibiotic prophylaxis is an achievable quality improvement target for hospitals in low-income countries, and can lead to substantial benefits for individual patients and the institution.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0078942(source: https://plos.figshare.com/articles/dataset/_Changing_Use_of_Surgical_Antibiotic_Prophylaxis_in_Thika_Hospital_Kenya_A_Quality_Improvement_Intervention_with_an_Interrupted_Time_Series_Design_/846468)。
数据缺失?
依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。
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