墨西哥初级卫生保健设施覆盖区域内的肥胖、糖尿病和高血压复杂场景

墨西哥初级卫生保健设施覆盖区域成人肥胖、糖尿病和高血压的横断面调查数据,包含社会人口学、慢性病自我报告及生活方式等信息。

Figshare
2018-01-26 更新
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表格risk factorsMexican health systemobesityhealth facilitiesCIhypertensionNCCDadult populationdiabeteshealthcare
The complex scenario of obesity, diabetes and hypertension in the area of influence of primary healthcare facilities in Mexico

基本信息

模态
表格
大小
0.004560704 GB
许可
CC BY 4.0
创建/更新时间
2018-01-26
版本
v1

资源简介

墨西哥初级卫生保健设施覆盖区域内的肥胖、糖尿病和高血压复杂场景

【数据集背景】

本数据集源站标题为《The complex scenario of obesity, diabetes and hypertension in the area of influence of primary healthcare facilities in Mexico》。配套论文《The complex scenario of obesity, diabetes and hypertension in the area of influence of primary healthcare facilities in Mexico》发表于 PLOS ONE(2018),DOI:10.1371/journal.pone.0187028。源站首次发布:2018-01-25。

【数据内容】

源站原始描述:Introduction Among non-communicable chronic diseases (NCCD), diabetes and hypertension are the main cause of adult mortality worldwide. Among the members of the Organization for Economic Cooperation and Development, Mexico is first in prevalence of diabetes and second in obesity. To face this problematic situation of NCCDs the Ministry of Health declared a national epidemiological alert against the overweight, obesity and diabetes. The target of this study is to characterize the status of obesit…

【数据结构与技术规格】

文件数 4 个,合计 4.56 MB。S1 File.pdf:application/pdf,343.56 KB。S2 File.dta:application/octet-stream,2.69 MB。S3 File.dta:application/octet-stream,303.33 KB。数据集 DOI:10.1371/journal.pone.0187028。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Biological Sciences not elsewhere classified、Science Policy、Infectious Diseases。主题标签:risk factors、Mexican health system、obesity、International Physical Activity Questionnaire、health facilities、CI、hypertension、NCCD、adult population、diabetes。

【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_complex_scenario_of_obesity_diabetes_and_hypertension_in_the_area_of_influence_of_primary_healthcare_facilities_in_Mexico/5823009

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

规范引用:Alcalde-Rabanal, J. E.; Orozco-Núñez, E.; Espinosa-Henao, O. E.; Arredondo-López, A.; Alcayde-Barranco, L. (2018). The complex scenario of obesity, diabetes and hypertension in the area of influence of primary healthcare facilities in Mexico. PLOS ONE. Dataset

【使用注意】

· 源站最后修改于 2023-05-31,引用时请注意版本时效。

官方服务

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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

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 "S1 File.pdf" "https://ndownloader.figshare.com/files/10308753"
curl -L -o "S2 File.dta" "https://ndownloader.figshare.com/files/10308762"
curl -L -o "S3 File.dta" "https://ndownloader.figshare.com/files/10308792"
curl -L -o "S4 File.docx" "https://ndownloader.figshare.com/files/10308813"

文件清单

  • S1 File.pdf(343.56 KB)
  • S2 File.dta(2.69 MB)
  • S3 File.dta(303.33 KB)
  • S4 File.docx(1.22 MB)

文件总体积 4.56 MB(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

Introduction
Among non-communicable chronic diseases (NCCD), diabetes and hypertension are the main cause of adult mortality worldwide. Among the members of the Organization for Economic Cooperation and Development, Mexico is first in prevalence of diabetes and second in obesity. To face this problematic situation of NCCDs the Ministry of Health declared a national epidemiological alert against the overweight, obesity and diabetes. The target of this study is to characterize the status of obesity, diabetes and hypertension in the adult population in the area of influence of primary health facilities located in high social marginality areas.
Methods
We conducted a cross-sectional observational study and used a convenience sample. A survey was conducted on a population of 18 years old and above in four primary health facilities in four Mexican States. The survey explored sociodemographic characteristics, the presence of chronic diseases, the access to healthcare services, risk factors and life styles. We also applied a complementary questionnaire to 20% of the participants, in order to explore food consumption during the last week and physical activity (International Physical Activity Questionnaire). We based our analysis on descriptive statistics and logistic multivariate regression to analyze factors associated with diabetes and hypertension.
Results
73% (n = 7531, CI 0.72–0.74) percent of the population reported being diabetic, hypertensive and/or overweight. The majority of them receive healthcare in public health services. People over 40 years old, are 11 times more probable of living with diabetes and 8.7 times more probable of living with hypertension. Both conditions affect mostly women, whose main activity is to be a housewife. People who have lunch and dinner out of home are more likely to develop diabetes. People who perform intense physical activity are less likely to live with hypertension.
Conclusion
According to the self-report, more than 70% of adult population living in areas with high social marginality suffer diabetes, hypertension and obesity. However, the percentage of people who live with these chronic conditions and are not aware of them, is

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0187028(source: https://plos.figshare.com/articles/dataset/The_complex_scenario_of_obesity_diabetes_and_hypertension_in_the_area_of_influence_of_primary_healthcare_facilities_in_Mexico/5823009)。

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。