中国农村初级卫生保健提供者糖尿病管理知识网络培训效果数据集

评估网络培训对中国农村初级卫生保健提供者糖尿病管理知识影响的前后干预研究数据集,包含901名参与者的知识得分数据。

Figshare
2019-09-24 更新
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表格knowledge achievementpre-post intervention studyscorehealth care workershealth care providersDM managementmeasure group differencesweb-based trainingtownship health workersvillage doctorspre-post intervention study Backgroundbaseline
The effect of a web-based training for improving primary health care providers’ knowledge about diabetes mellitus management in rural China: A pre-post intervention study

基本信息

模态
表格
大小
0.000255482 GB
许可
CC BY 4.0
创建/更新时间
2019-09-24
版本
v1

资源简介

中国农村初级卫生保健提供者糖尿病管理知识网络培训效果数据集

【数据集背景】

本数据集源站标题为《The effect of a web-based training for improving primary health care providers’ knowledge about diabetes mellitus management in rural China: A pre-post intervention study》。配套论文《The effect of a web-based training for improving primary health care providers’ knowledge about diabetes mellitus management in rural China: A pre-post intervention study》发表于 PLOS ONE(2019),DOI:10.1371/journal.pone.0222930。源站首次发布:2019-09-24。

【数据内容】

源站原始描述:Background The performance of primary health care providers regarding DM management is poor in rural China, and effective training methods for providers are urgently needed. This study aimed to evaluate the effect of web-based training for improving knowledge about DM management among primary health care providers in rural China and to further compare the effects of the training effect between primary health care providers with different backgrounds. Methods A pre-post intervention study was con…

【数据结构与技术规格】

文件数 2 个,合计 255.48 KB。pone.0222930.s001.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,21.50 KB。pone.0222930.s002.xls:application/vnd.ms-excel,233.98 KB。数据集 DOI:10.1371/journal.pone.0222930。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Environmental Sciences not elsewhere classified、Science Policy、Infectious Diseases。主题标签:knowledge achievement、pre-post intervention study、score、health care workers、health care providers、DM management、measure group differences、web-based training、township health workers、village doctors。

【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/The_effect_of_a_web-based_training_for_improving_primary_health_care_providers_knowledge_about_diabetes_mellitus_management_in_rural_China_A_pre-post_intervention_study/9898568

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

规范引用:Wei, Mu-Hong; Chen, Xian-Zhen; Zhan, Xing-Xin; Zhang, Zhi-Xia; Yu, Shao-Jing; Yan, Wei-Rong (2019). The effect of a web-based training for improving primary health care providers’ knowledge about diabetes mellitus management in rural China: A pre-post intervention study. PLOS ONE. Dataset

【使用注意】

· 源站最后修改于 2023-06-02,引用时请注意版本时效。

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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

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。

免费样本无法满足模型训练要求?千方提供经三甲医院脱敏、带病理回证与专家标注的商业级专病数据集。

使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "pone.0222930.s001.docx" "https://ndownloader.figshare.com/files/17788793"
curl -L -o "pone.0222930.s002.xls" "https://ndownloader.figshare.com/files/17788796"

文件清单

  • pone.0222930.s001.docx(21.50 KB)
  • pone.0222930.s002.xls(233.98 KB)

文件总体积 255.48 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 performance of primary health care providers regarding DM management is poor in rural China, and effective training methods for providers are urgently needed. This study aimed to evaluate the effect of web-based training for improving knowledge about DM management among primary health care providers in rural China and to further compare the effects of the training effect between primary health care providers with different backgrounds.
Methods
A pre-post intervention study was conducted from April to August 2014. In this study, a total of 901 primary health care workers were recruited from six counties in Hubei province. To evaluate the effect of the web-based training, the knowledge achievement of participants was measured with multiple choice questions (MCQ) at baseline, at the end of two weeks of training and at three months after training. A mixed linear model (MLM) was used to measure group differences in the mean scores at baseline and follow-up.
Results
After the web-based training, the knowledge scores of the village doctors increased from 73.58 at baseline to 89.98 at posttest and to 84.57 three months after the training. For township health workers, we observed an upward trend in scores from 78.87 at the pre-test to 91.72 at the second test, and at the three months after the training, the scores increased to 94.91. For village doctors, greater knowledge achievement was observed between the scores at baseline and after two weeks of training(adjusted difference: 3.55, P = 0.03) compared to that observed for the township health workers, while decreased their knowledge achievement between baseline and the third-test compared with that of township health workers (adjusted difference: 5.05, P = 0.01).
Conclusions
This study suggested that web-based training was an effective method for improving the knowledge of primary health care providers about management of DM in remote areas. Compared with the effect of the training on village doctors, the training had a poor short-term effect on township health workers but a better long-term effect.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0222930(source: https://plos.figshare.com/articles/dataset/The_effect_of_a_web-based_training_for_improving_primary_health_care_providers_knowledge_about_diabetes_mellitus_management_in_rural_China_A_pre-post_intervention_study/9898568)。

需要用于商业化训练或医疗器械注册(NMPA/FDA)?

公开数据往往缺乏完整的病理回证与专家标注。千方医数集依托陕川双基地与超十家三甲医院直连,提供完全合规、去标识化、支持注册级质控的专病数据集交易服务。