德国糖尿病护理质量趋势（KORA研究）

数据集获取（Figshare）

• 源站标题：Quality of Diabetes Care in Germany Improved from 2000 to 2007 to 2014, but Improvements Diminished since 2007. Evidence from the Population-Based KORA Studies
• DOI：10.1371/journal.pone.0164704
• 发布日期：2016-10-17
• 文件数：4 个
• 文件总体积：585.94 KB
• 源站页面：https://plos.figshare.com/articles/dataset/Quality_of_Diabetes_Care_in_Germany_Improved_from_2000_to_2007_to_2014_but_Improvements_Diminished_since_2007_Evidence_from_the_Population-Based_KORA_Studies/4038681

命令行下载

curl -L -o "S1 Table.PDF" "https://ndownloader.figshare.com/files/6502404"
curl -L -o "S2 Table.PDF" "https://ndownloader.figshare.com/files/6502410"
curl -L -o "S3 Table.PDF" "https://ndownloader.figshare.com/files/6502422"
curl -L -o "S4 Table.PDF" "https://ndownloader.figshare.com/files/6502434"

文件清单

• S1 Table.PDF（85.31 KB）
• S2 Table.PDF（221.05 KB）
• S3 Table.PDF（165.71 KB）
• S4 Table.PDF（113.87 KB）

文件总体积 585.94 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

Objective
Little is known about the development of the quality of diabetes care in Germany. The aim of this study is to analyze time trends in patient self-management, physician-delivered care, medication, risk factor control, complications and quality of life from 2000 to 2014.
Methods
Analyses are based on data from individuals with type 2 diabetes of the population-based KORA S4 (1999–2001, n = 150), F4 (2006–2008, n = 203), FF4 (2013/14, n = 212) cohort study. Information on patient self-management, physician-delivered care, medication, risk factor control and quality of life were assessed in standardized questionnaires and examinations. The 10-year coronary heart disease (CHD) risk was calculated using the UKPDS risk engine. Time trends were analyzed using multivariable linear and logistic regression models adjusted for age, sex, education, diabetes duration, and history of cardiovascular disease.
Results
From 2000 to 2014 the proportion of participants with type 2 diabetes receiving oral antidiabetic/cardio-protective medication and of those reaching treatment goals for glycemic control (HbA1cConclusion
Despite improvements, medication and risk factor control has remained suboptimal. The flattening of improvements and deteriorations in quality of (self-) care since 2007 indicate that more effort is needed to improve quality of care and patient self-management. Due to selection or lead time bias an overestimation of quality of care improvements cannot be ruled out.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0164704（source: https://plos.figshare.com/articles/dataset/Quality_of_Diabetes_Care_in_Germany_Improved_from_2000_to_2007_to_2014_but_Improvements_Diminished_since_2007_Evidence_from_the_Population-Based_KORA_Studies/4038681）。