改善乌干达感染性疾病护理中的设施绩效:含前后对照与整群随机试验组件的混合设计研究
乌干达感染性疾病护理设施绩效研究数据,含IMID培训与OSS干预对ETAT、疟疾、肺炎、结核和HIV等23项指标的影响分析。

基本信息
资源简介
改善乌干达感染性疾病护理中的设施绩效:含前后对照与整群随机试验组件的混合设计研究
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 4 个文件、合计 909.84 KB,主题涵盖 arr、outpatients triaged、rr、emergency triage assessment、IMID training,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《Improving Facility Performance in Infectious Disease Care in Uganda: A Mixed Design Study with Pre/Post and Cluster Randomized Trial Components》。配套论文《Improving Facility Performance in Infectious Disease Care in Uganda: A Mixed Design Study with Pre/Post and Cluster Randomized Trial Components》发表于 PLoS ONE(2014),DOI:10.1371/journal.pone.0103017。源站首次发布:2014-08-18。
【数据内容】
源站原始描述:Background The effects of two interventions, Integrated Management of Infectious Disease (IMID) training program and On-Site Support (OSS), were tested on 23 facility performance indicators for emergency triage assessment and treatment (ETAT), malaria, pneumonia, tuberculosis, and HIV. Methods The trial was implemented in 36 primary care facilities in Uganda. From April 2010, two mid-level practitioners per facility participated in IMID training. Eighteen of 36 facilities were randomly assigned…
【数据结构与技术规格】
文件数 4 个,合计 909.84 KB。Table_S1.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,33.89 KB。Table_S2.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,36.78 KB。Checklist_S1.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,25.60 KB。数据集 DOI:10.1371/journal.pone.0103017。
【主题与分类】
源站学科分类:Biological Sciences。主题标签:arr、outpatients triaged、rr、emergency triage assessment、IMID training、23 facility indicators、Mixed Design Study、OSS、ci、Arm B。
【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/_Improving_Facility_Performance_in_Infectious_Disease_Care_in_Uganda_A_Mixed_Design_Study_with_Pre_Post_and_Cluster_Randomized_Trial_Components_/1142742
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:R. Weaver, Marcia; M. Burnett, Sarah; Crozier, Ian; N. Kinoti, Stephen; Kirunda, Ibrahim; K. Mbonye, Martin; et al. (2016). Improving Facility Performance in Infectious Disease Care in Uganda: A Mixed Design Study with Pre/Post and Cluster Randomized Trial Components. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-06-01,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:Improving Facility Performance in Infectious Disease Care in Uganda: A Mixed Design Study with Pre/Post and Cluster Randomized Trial Components
- DOI:10.1371/journal.pone.0103017
- 发布日期:2014-08-18
- 文件数:4 个
- 文件总体积:909.84 KB
- 源站页面:https://plos.figshare.com/articles/dataset/_Improving_Facility_Performance_in_Infectious_Disease_Care_in_Uganda_A_Mixed_Design_Study_with_Pre_Post_and_Cluster_Randomized_Trial_Components_/1142742
命令行下载
curl -L -o "Table_S1.docx" "https://ndownloader.figshare.com/files/1640049"
curl -L -o "Table_S2.docx" "https://ndownloader.figshare.com/files/1640050"
curl -L -o "Checklist_S1.docx" "https://ndownloader.figshare.com/files/1640051"
curl -L -o "Protocol_S1.doc" "https://ndownloader.figshare.com/files/1640052"
文件清单
Table_S1.docx(33.89 KB)Table_S2.docx(36.78 KB)Checklist_S1.docx(25.60 KB)Protocol_S1.doc(813.57 KB)
文件总体积 909.84 KB(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
Background
The effects of two interventions, Integrated Management of Infectious Disease (IMID) training program and On-Site Support (OSS), were tested on 23 facility performance indicators for emergency triage assessment and treatment (ETAT), malaria, pneumonia, tuberculosis, and HIV.
Methods
The trial was implemented in 36 primary care facilities in Uganda. From April 2010, two mid-level practitioners per facility participated in IMID training. Eighteen of 36 facilities were randomly assigned to Arm A, and received OSS in 2010 (nine monthly two-day sessions); 18 facilities assigned to Arm B did not receive OSS in 2010. Data were collected from Nov 2009 to Dec 2010 using a revised Ministry of Health outpatient medical form and nine registers. We analyzed the effect of IMID training alone by measuring changes before and during IMID training in Arm B, the combined effect of IMID training and OSS by measuring changes in Arm A, and the incremental effect of OSS by comparing changes across Arms A and B.
Results
IMID training was associated with statistically significant improvement in three indicators: outpatients triaged (adjusted relative risks (aRR) = 1.29, 99%CI = 1.01,1.64), emergency and priority patients admitted, detained, or referred (aRR = 1.59, 99%CI = 1.04,2.44), and pneumonia suspects assessed (aRR = 2.31, 99%CI = 1.50,3.55). IMID training and OSS combined was associated with improvements in six indicators: three ETAT indicators (outpatients triaged (aRR = 2.03, 99%CI = 1.13,3.64), emergency and priority patients admitted, detained or referred (aRR = 3.03, 99%CI = 1.40,6.56), and emergency patients receiving at least one appropriate treatment (aRR = 1.77, 99%CI = 1.10,2.84)); two malaria indicators (malaria cases receiving appropriate antimalarial (aRR = 1.50, 99%CI = 1.04,2.17), and patients with negative malaria test results prescribed antimalarial (aRR = 0.67, 99%CI = 0.46,0.97)); and enrollment in HIV care (aRR = 1.58, 99%CI = 1.32,1.89). OSS was associated with incremental improvement in emergency patients receiving at least one appropriate treatment (adjusted ratio of RR = 1.84,99%CI = 1.09,3.12).
Conclusion
The trial showed that the OSS intervent
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0103017(source: https://plos.figshare.com/articles/dataset/_Improving_Facility_Performance_in_Infectious_Disease_Care_in_Uganda_A_Mixed_Design_Study_with_Pre_Post_and_Cluster_Randomized_Trial_Components_/1142742)。
数据缺失?
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