糖尿病视网膜病变和肾病筛查相关因素数据集

包含与上一年度糖尿病视网膜病变和肾病筛查接受情况相关的因素数据,涵盖人口学、生活方式及糖尿病管理变量。

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2015-12-02 更新
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表格Anatomy and physiologyEndocrine systemDiabetic endocrinologyEndocrinologyDiabetes mellitus type 2epidemiologySocial epidemiologyNon-clinical medicineHealth care policyHealth education and awarenessHealth risk analysisSocioeconomic aspects of health
Factors associated with receiving a dilated and comprehensive eye examination for diabetic retinopathy screening and microalbuminuria test for diabetic nephropathy screening during the previous year

基本信息

模态
表格
大小
0.00001792 GB
许可
CC BY 4.0
创建/更新时间
2015-12-02
版本
v1

资源简介

糖尿病视网膜病变和肾病筛查相关因素数据集

【数据集背景】

本数据集源站标题为《Factors associated with receiving a dilated and comprehensive eye examination for diabetic retinopathy screening and microalbuminuria test for diabetic nephropathy screening during the previous year.》。配套论文《Screening for Diabetic Retinopathy and Nephropathy in Patients with Diabetes: A Nationwide Survey in Korea》发表于 PLoS ONE(2013),DOI:10.1371/journal.pone.0062991。源站首次发布:2013-05-08。

【数据内容】

源站原始描述:*Only variables with p-value Glycated hemoglobin (HbA1c) level HbA1c ≥6.5%; **Adjusted for sex, age, residence area, education, occupation, self-reported health status, alcohol drinking, smoking, education about diabetes care, medical care of diabetes, diabetes control, and diabetes duration; ††Adjusted for residence area, education, monthly family income, occupation, self-reported health status, smoking, education about diabetes care, medical care for diabetes, and diabetes duration

【数据结构与技术规格】

文件数 1 个,合计 17.92 KB。Table_2.xls:application/vnd.ms-excel,17.92 KB。数据集 DOI:10.1371/journal.pone.0062991.t002。

【主题与分类】

源站学科分类:Medicine。主题标签:Anatomy and physiology、Endocrine system、Diabetic endocrinology、Endocrinology、Diabetes mellitus type 2、epidemiology、Social epidemiology、Non-clinical medicine、Health care policy、Health education and awareness。

【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/_Factors_associated_with_receiving_a_dilated_and_comprehensive_eye_examination_for_diabetic_retinopathy_screening_and_microalbuminuria_test_for_diabetic_nephropathy_screening_during_the_previous_year_/699973

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

规范引用:Byun, Sang-Ho; Hyun Ma, Seung; Kwan Jun, Jae; Jung, Kyu-Won; Park, Boyoung (2015). Factors associated with receiving a dilated and comprehensive eye examination for diabetic retinopathy screening and microalbuminuria test for diabetic nephropathy screening during the previous year.. PLOS ONE. Datase…

【使用注意】

· 源站最后修改于 2023-06-09,引用时请注意版本时效。

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。

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_2.xls" "https://ndownloader.figshare.com/files/1056527"

文件清单

  • Table_2.xls(17.92 KB)

文件总体积 17.92 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

*Only variables with p-value Glycated hemoglobin (HbA1c) level HbA1c ≥6.5%;
**Adjusted for sex, age, residence area, education, occupation, self-reported health status, alcohol drinking, smoking, education about diabetes care, medical care of diabetes, diabetes control, and diabetes duration;
††Adjusted for residence area, education, monthly family income, occupation, self-reported health status, smoking, education about diabetes care, medical care for diabetes, and diabetes duration.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0062991.t002(source: https://plos.figshare.com/articles/dataset/_Factors_associated_with_receiving_a_dilated_and_comprehensive_eye_examination_for_diabetic_retinopathy_screening_and_microalbuminuria_test_for_diabetic_nephropathy_screening_during_the_previous_year_/699973)。

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。