健康促进与教育服务准备度

肯尼亚598个公共卫生设施中糖尿病服务可用性和准备度的横断面调查数据集。

Figshare
2023-09-27 更新
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表格least carder availableindividual &# 8217ethical standards outlined73 %; 9564 %; 9546 %; 95598 facilities visitedxlink "> diabetesuntreated diabetes resultserious human sufferinghealth specifically nutritionlow mean availability
Health promotion and education service readiness.

基本信息

模态
表格
大小
0.000009728 GB
许可
CC BY 4.0
创建/更新时间
2023-09-27
版本
v1

资源简介

健康促进与教育服务准备度

【数据集背景】

本数据集源站标题为《Health promotion and education service readiness.》。配套论文《Diabetes health care specific services readiness and availability in Kenya: Implications for Universal Health Coverage》发表于 PLOS Global Public Health(2023),DOI:10.1371/journal.pgph.0002292。源站首次发布:2023-09-27。

【数据内容】

源站原始描述:Diabetes is a major cause of morbidity and mortality worldwide yet preventable. Complications of undetected and untreated diabetes result in serious human suffering and disability. It negatively impacts on individual’s social economic status threatening economic prosperity. There is a scarcity of data on health system diabetes service readiness and availability in Kenya which necessitated an investigation into the specific availability and readiness of diabetes services. A cross sectional descri…

【数据结构与技术规格】

文件数 1 个,合计 9.73 KB。数据集 DOI:10.1371/journal.pgph.0002292.t004。

【主题与分类】

源站学科分类:Medicine、Cell Biology、Molecular Biology、Biotechnology、Environmental Sciences not elsewhere classified、Biological Sciences not elsewhere classified。主题标签:least carder available、individual &# 8217、ethical standards outlined、73 %; 95、64 %; 95、46 %; 95、598 facilities visited、xlink "> diabetes、untreated diabetes result、serious human suffering。

【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/Health_promotion_and_education_service_readiness_/24206221

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

规范引用:Onteri, Stephen N.; Kariuki, James; Mathu, David; Wangui, Antony M.; Magige, Lucy; Mutai, Joseph; et al. (2023). Health promotion and education service readiness.. 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。

帮我联系

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 "Table 4.xls" "https://ndownloader.figshare.com/files/42483652"

文件清单

  • Table 4.xls(9.73 KB)

文件总体积 9.73 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

Diabetes is a major cause of morbidity and mortality worldwide yet preventable. Complications of undetected and untreated diabetes result in serious human suffering and disability. It negatively impacts on individual’s social economic status threatening economic prosperity. There is a scarcity of data on health system diabetes service readiness and availability in Kenya which necessitated an investigation into the specific availability and readiness of diabetes services. A cross sectional descriptive study was carried out using the Kenya service availability and readiness mapping tool in 598 randomly selected public health facilities in 12 purposively selected counties. Ethical standards outlined in the 1964 Declaration of Helsinki and its later amendments were upheld throughout the study. Health facilities were classified into primary and secondary level facilities prior to statistical analysis using IBM SPSS version 25. Exploratory data analysis techniques were employed to uncover the distribution structure of continuous study variables. For categorical variables, descriptive statistics in terms of proportions, frequency distributions and percentages were used. Of the 598 facilities visited, 83.3% were classified as primary while 16.6% as secondary. A variation in specific diabetes service availability and readiness was depicted in the 12 counties and between primary and secondary level facilities. Human resource for health reported a low mean availability (46%; 95% CI 44%-48%) with any NCDs specialist and nutritionist the least carder available. Basic equipment and diagnostic capacity reported a fairly high mean readiness (73%; 95% CI 71%-75%) and (64%; 95%CI 60%-68%) respectively. Generally, primary health facilities had low diabetic specific service availability and readiness compared to secondary facilities: capacity to cope with diabetes increased as the level of care ascended to higher levels. Significant gaps were identified in overall availability and readiness in both primary and secondary levels facilities particularly in terms of human resource for health specifically nutrition and laboratory profession.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pgph.0002292.t004(source: https://plos.figshare.com/articles/dataset/Health_promotion_and_education_service_readiness_/24206221)。

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。