响应者与卫生机构特征

坦桑尼亚6884名医护人员在COVID-19疫情期间的经验与挑战调查数据集,包含防控指南实施情况、职业安全感和心理健康等变量。

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2023-12-05 更新
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表格wearing protective equipmentrandomly selected districtsheavy burden placedtargeted interventions basedincluding increased stresspandemic depends largelysurvey assessed implementationhealth facility characteristicstanzania </ p19 control guidelinesincluding maskingcontrol measures
Responders and health facilities characteristics.

基本信息

模态
表格
大小
0.000013824 GB
许可
CC BY 4.0
创建/更新时间
2023-12-05
版本
v1

资源简介

响应者与卫生机构特征

【数据集背景】

本数据集源站标题为《Responders and health facilities characteristics.》。源站首次发布:2023-12-05。

【数据内容】

源站原始描述:The ability of a health system to withstand shocks such as a pandemic depends largely on the availability and preparedness of health-care workers (HCWs), who are at the frontline of disease management and prevention. Despite the heavy burden placed on HCWs during the COVID-19 pandemic, little is known regarding their experiences in low-income countries. We conducted a web-based survey with HCWs in randomly selected districts of Tanzania to explore their experiences with COVID-19-related preventi…

【数据结构与技术规格】

文件数 1 个,合计 13.82 KB。Table 1.xls:application/vnd.ms-excel,13.82 KB。数据集 DOI:10.1371/journal.pgph.0002678.t001。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Sociology、Cancer、Mental Health、Infectious Diseases。主题标签:wearing protective equipment、randomly selected districts、heavy burden placed、targeted interventions based、including increased stress、pandemic depends largely、survey assessed implementation、health facility characteristics、tanzania </ p、19 control guidelines。

【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/Responders_and_health_facilities_characteristics_/24747908

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Tani, Kassimu; Osetinsky, Brianna; Mhalu, Grace; Mtenga, Sally; Fink, Günther; Tediosi, Fabrizio (2023). Responders and health facilities characteristics.. PLOS Global Public Health. Dataset

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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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)

命令行下载

curl -L -o "Table 1.xls" "https://ndownloader.figshare.com/files/43481597"

文件清单

  • Table 1.xls(13.82 KB)

文件总体积 13.82 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

The ability of a health system to withstand shocks such as a pandemic depends largely on the availability and preparedness of health-care workers (HCWs), who are at the frontline of disease management and prevention. Despite the heavy burden placed on HCWs during the COVID-19 pandemic, little is known regarding their experiences in low-income countries. We conducted a web-based survey with HCWs in randomly selected districts of Tanzania to explore their experiences with COVID-19-related prevention and control measures. The survey assessed implementation of COVID-19 control guidelines in health facilities, HCW perceptions of safety, well-being and ability to provide COVID-19 care, and challenges faced by frontline workers during the pandemic. We used multivariate regression analysis to examine the association between HCW and health facility characteristics, a score of guideline implementation, and challenges faced by HCWs. 6,884 Tanzanian HCWs participated in the survey between December 2021 to March 2022. The majority of respondents were aware of the COVID-19 guidelines and reported implementing preventive measures, including masking of both HCWs and patients. However, HCWs faced several challenges during the pandemic, including increased stress, concerns about infection, and inadequate personal protective equipment. In particular, female HCWs were more likely to report exhaustion from wearing protective equipment and emotional distress, while physicians were more likely to experience all challenges. While most HCWs reported feeling supported by facility management, they also reported that their concerns about COVID-19 treatment were not fully addressed. Notably, perceptions of protection and well-being varied widely among different HCW cadres, highlighting the need for targeted interventions based on level of exposure. In addition, various factors such as HCW cadre, facility ownership and COVID-19 designation status influenced HCWs’ opinions about the health system’s response to COVID-19. These findings highlight the importance of consistent implementation of guidelines and social and emotional support for HCWs.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pgph.0002678.t001(source: https://plos.figshare.com/articles/dataset/Responders_and_health_facilities_characteristics_/24747908)。

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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