约翰内斯堡HIV服务医护人员工作场所幸福感研究数据

针对约翰内斯堡HIV服务医护人员的混合方法研究数据,包含倦怠量表和访谈文本,分析工作倦怠及其影响因素。

NIAID Data Ecosystem
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文本burnouthealthcareprimary health carewellbeinghealthcare worker (HCW)
Data_Sheet_1_Workplace wellbeing among health care workers providing HIV services in primary care in Johannesburg: a mixed methods study.docx

基本信息

模态
文本
大小
0.000062369 GB
许可
CC BY 4.0
创建/更新时间
2026-10-07
版本
v1

资源简介

约翰内斯堡HIV服务医护人员工作场所幸福感研究数据

【一句话概览】

本数据集是 figshare 公开的文本数据集,收录 1 个文件、合计 62.37 KB,主题涵盖 burnout、healthcare、primary health care、wellbeing、healthcare worker (HCW),可用于医学自然语言处理(实体识别、信息抽取等),CC BY 4.0 许可开放获取。

【数据集背景】

本数据集源站标题为《Data_Sheet_1_Workplace wellbeing among health care workers providing HIV services in primary care in Johannesburg: a mixed methods study.docx》。配套论文《Prevalence and factors associated with burnout among frontline primary health care providers in low- and middle-income countries: A systematic review》发表于 Gates Open Research(2018),DOI:10.12688/gatesopenres.12779.1。源站首次发布:2023-10-20。

【数据内容】

源站原始描述:BackgroundBurnout among Health Care workers (HCWs) impacts on provider-patient relations and quality of care. Anova Health Institute (Anova) is a large South African non-profit organization and PEPFAR/USAID implementing partner. We conducted a study among HCWs providing HIV-related services in primary care settings in Johannesburg, South Africa, to examine levels of burnout, understand factors affecting workplace wellbeing, and explore strategies to prevent burnout. MethodsWe used a sequential m…

【数据结构与技术规格】

文件数 1 个,合计 62.37 KB。Data_Sheet_1_Workplace wellbeing among health care workers providing HIV services in primary care in Johannesburg: a mixed methods study.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,62.37 KB。数据集 DOI:10.3389/fpubh.2023.1220301.s001。

【主题与分类】

源站学科分类:Aboriginal and Torres Strait Islander Health、Aged Health Care、Care for Disabled、Community Child Health、Environmental and Occupational Health and Safety、Epidemiology。主题标签:burnout、healthcare、primary health care、wellbeing、healthcare worker (HCW)。

【适用方向】

文本类数据可用于医学自然语言处理,如命名实体识别、信息抽取与文本分类。

【获取与许可】

源站页面:https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Workplace_wellbeing_among_health_care_workers_providing_HIV_services_in_primary_care_in_Johannesburg_a_mixed_methods_study_docx/24411637

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

规范引用:Makina-Zimalirana, Ndinda; Bisnauth, Melanie; Shangase, Nosipho; Davies, Natasha; Jiyane, Anele; Buthelezi, Fezile; et al. (2023). Data_Sheet_1_Workplace wellbeing among health care workers providing HIV services in primary care in Johannesburg: a mixed methods study.docx. Frontiers. Dataset

官方服务

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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。

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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 "Data_Sheet_1_Workplace wellbeing among health care workers providing HIV services in primary care in Johannesburg: a mixed methods study.docx" "https://ndownloader.figshare.com/files/42810349"

文件清单

  • Data_Sheet_1_Workplace wellbeing among health care workers providing HIV services in primary care in Johannesburg: a mixed methods study.docx(62.37 KB)

文件总体积 62.37 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

BackgroundBurnout among Health Care workers (HCWs) impacts on provider-patient relations and quality of care. Anova Health Institute (Anova) is a large South African non-profit organization and PEPFAR/USAID implementing partner. We conducted a study among HCWs providing HIV-related services in primary care settings in Johannesburg, South Africa, to examine levels of burnout, understand factors affecting workplace wellbeing, and explore strategies to prevent burnout.
MethodsWe used a sequential mixed-method approach. Data were collected between February and April 2022. The first phase consisted of a survey using the Maslach Burnout Inventory Human Services Survey (MBI-HSS) to measure levels of burnout. We then interviewed a subset of survey participants to understand the experiences that may affect wellbeing. We used descriptive statistics to quantify burnout rates for each MBI dimension (emotional exhaustion, personal accomplishment, and depersonalization). Qualitative data analysis was guided by the Job Demands-Resources Framework that explores the interactions between demands and resources in the workplace.
ResultsSurvey findings (n = 194) revealed that although depersonalization rates were low at 6%, 21% of participants had high emotional exhaustion and 24% reported low professional accomplishment. Less than half (41%, n = 80) had scores in the high category for any one of the three MBI-HSS dimensions. The MBI-HSS dimensions differed significantly by type of work and job title. Roving positions (HCW working in more than one health facility) were more likely to experience higher emotional exhaustion and lower professional accomplishment. Qualitative findings (n = 25) indicate that a number of job demands, including high workload, inadequate mental health support, and challenging relationships with stakeholders, had a negative effect on HCWs’ wellbeing. However, finding meaningfulness in their work, working as a team, and practicing autonomy were experienced as resources that reduced the negative effect of these demands.
ConclusionWhile measured burnout syndrome rates were low, various experiences negatively impacted at least one in five HCW. We identified key

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fpubh.2023.1220301.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Workplace_wellbeing_among_health_care_workers_providing_HIV_services_in_primary_care_in_Johannesburg_a_mixed_methods_study_docx/24411637)。

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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