医护人员关切的原因

包含COVID-19疫情期间菲律宾医护人员离职原因的横断面调查数据,涵盖人口统计、工作信息、离职原因和干预建议。

Figshare
2025-10-15 更新
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表格providing clear opportunitieslevel 3 hospitalsadministered questionnaire distributedencourage workforce retention74 %)female71 %)worked19 pandemic exacerbated19 pandemic dueprovide health servicespositive workplace cultureimproving workplace safetyhealth worker unions
Causes of concern among healthcare workers.

基本信息

模态
表格
大小
0.000009472 GB
许可
CC BY 4.0
创建/更新时间
2025-10-15
版本
v1

资源简介

医护人员关切的原因

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 9.47 KB,主题涵盖 providing clear opportunities、level 3 hospitals、administered questionnaire distributed、encourage workforce retention、74 %), female,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《Causes of concern among healthcare workers.》。配套论文《Leaving the health workforce during the COVID-19 pandemic: A cross-sectional study among Filipino healthcare workers》发表于 PLOS Global Public Health(2025),DOI:10.1371/journal.pgph.0004861。源站首次发布:2025-10-15。

【数据内容】

源站原始描述:The COVID-19 pandemic exacerbated the shortage of healthcare workers (HCWs), particularly in low- and middle-income countries. This cross-sectional descriptive study aimed to examine why hospital-based HCWs in the Philippines quit from their workplace at a time when HCWs were urgently needed to provide health services. Using an online, self-administered questionnaire distributed through personal and professional networks, we surveyed hospital-based Filipino HCWs who resigned between March 11, 20…

【数据结构与技术规格】

文件数 1 个,合计 9.47 KB。pgph.0004861.s007.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,9.47 KB。数据集 DOI:10.1371/journal.pgph.0004861.s007。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Sociology、Cancer、Infectious Diseases。主题标签:providing clear opportunities、level 3 hospitals、administered questionnaire distributed、encourage workforce retention、74 %), female、71 %), worked、19 pandemic exacerbated、19 pandemic due、provide health services、positive workplace culture。

【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/Causes_of_concern_among_healthcare_workers_/30367292

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

规范引用:Tiu, Christl Jan S.; Alberto, Nicole Rose I.; Baron, Maria Beatriz C.; Mercado, Michael Vincent V.; Baticulon, Ronnie E. (2025). Causes of concern among healthcare workers.. 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。

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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 "pgph.0004861.s007.xlsx" "https://ndownloader.figshare.com/files/58771826"

文件清单

  • pgph.0004861.s007.xlsx(9.47 KB)

文件总体积 9.47 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 COVID-19 pandemic exacerbated the shortage of healthcare workers (HCWs), particularly in low- and middle-income countries. This cross-sectional descriptive study aimed to examine why hospital-based HCWs in the Philippines quit from their workplace at a time when HCWs were urgently needed to provide health services. Using an online, self-administered questionnaire distributed through personal and professional networks, we surveyed hospital-based Filipino HCWs who resigned between March 11, 2020, and September 15, 2021. We obtained demographics, workplace information, reasons for quitting, and proposed interventions. Among 70 valid responses, most of the HCWs were single (74%), female (59%), and without children (81%). More than half were nurses (31%) and physicians (29%). Most participants had one to five years of work experience (71%), worked in level 3 hospitals (70%), and had a schedule that required them to report for duty shifts for more than 8 hours (76%). While the majority of the HCWs were worried about the COVID-19 pandemic due to the risk of infection, the most frequent reasons for quitting were work overload/burnout, stress, and insufficient salary. To encourage workforce retention, the HCWs proposed increasing monetary compensation and non-salary incentives, cultivating a positive workplace culture, ensuring a reasonable workload, providing clear opportunities for career advancement, and improving workplace safety. These findings can guide ministries of health, policymakers, hospital administrators, health worker unions, and other stakeholders when planning for and responding to national or global health crises.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pgph.0004861.s007(source: https://plos.figshare.com/articles/dataset/Causes_of_concern_among_healthcare_workers_/30367292)。

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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