患者门户访问与糖尿病眼检查完成率关联数据集
包含19,901名糖尿病患者的电子健康记录表格数据,分析患者门户访问与年度糖尿病眼检查完成率的关联。

基本信息
资源简介
患者门户访问与糖尿病眼检查完成率关联数据集
【一句话概览】
这项回顾性横断面研究纳入在某郊区整合医疗网络中接受初级保健、年龄18–75岁的糖尿病患者,评估与年度糖尿病眼检完成率相关的因素。研究从电子健康记录中提取人口学、社会医学、生物特征及综合糖尿病护理HEDIS指标,并用多变量logistic回归分析。19,901名患者中,35.15%在2021年完成眼检。调整人口学与生物特征后,有初级保健就诊和患者门户使用与完成糖尿病眼检相关;研究提示通过在线患者门户促进患者参与,可能有助于提高(来源 figshare,CC BY 4.0 许可)。
【数据集背景】
本数据集源站标题为《Access to a Patient Portal is Associated with a Higher Rate of Diabetic Eye Examination Completion》。配套论文《Access to a Patient Portal is Associated with a Higher Rate of Diabetic Eye Examination Completion》发表于 Ophthalmic Epidemiology(2024),DOI:10.1080/09286586.2024.2406506。项目资助方:DJR: Supported by the Harry N. Lee Family Chair in Innovation, Lahey Hospital & Medical Center, Beth Israel Lahey Health, Peabody, MA. Study was performed as part of the authors’ regular employment duties.。源站首次发布:2024-10-10。
【数据内容】
源站原始描述:To evaluate factors associated with a higher completion rate of annual diabetic eye examinations. This retrospective, cross-sectional study included patients diagnosed with diabetes mellitus (DM) who were aged 18–75 years and receiving primary care in a suburban integrated delivery network (IDN). Patient demographic, sociomedical, biometric characteristics, and Healthcare Effectiveness Data and Information Set (HEDIS) measures within the Comprehensive Diabetes Care bundle were extracted from the…
【数据结构与技术规格】
文件数 2 个,合计 70.47 KB。iope_a_2406506_sm4250.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,31.64 KB。iope_a_2406506_sm4247.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,38.83 KB。数据集 DOI:10.6084/m9.figshare.27208275.v1。
【主题与分类】
源站学科分类:Biotechnology、Environmental Sciences not elsewhere classified、Biological Sciences not elsewhere classified、Science Policy。主题标签:healthcare outcomes、ophthalmology、practice guidelines、quality of care、retinal screening。
【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://tandf.figshare.com/articles/dataset/Access_to_a_Patient_Portal_is_Associated_with_a_Higher_Rate_of_Diabetic_Eye_Examination_Completion/27208275
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Access to a Patient Portal is Associated with a Higher Rate of Diabetic Eye Examination Completion. Taylor & Francis. Gumustop, Selin; Popelka, Andrew; Ramsey, David J
【使用注意】
· 源站最后修改于 2025-06-25,引用时请注意版本时效。
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。
免登录有偿下载
公开数据集受托下载与技术交付服务。
提供高速下载与技术交付服务(收技术服务费,非数据销售)
暂未开放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。
使用方式
数据集获取(Figshare)
- 源站标题:Access to a Patient Portal is Associated with a Higher Rate of Diabetic Eye Examination Completion
- DOI:10.6084/m9.figshare.27208275.v1
- 发布日期:2024-10-10
- 文件数:2 个
- 文件总体积:70.47 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/Access_to_a_Patient_Portal_is_Associated_with_a_Higher_Rate_of_Diabetic_Eye_Examination_Completion/27208275
命令行下载
curl -L -o "iope_a_2406506_sm4250.docx" "https://ndownloader.figshare.com/files/49736766"
curl -L -o "iope_a_2406506_sm4247.docx" "https://ndownloader.figshare.com/files/49736769"
文件清单
iope_a_2406506_sm4250.docx(31.64 KB)iope_a_2406506_sm4247.docx(38.83 KB)
文件总体积 70.47 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
To evaluate factors associated with a higher completion rate of annual diabetic eye examinations.
This retrospective, cross-sectional study included patients diagnosed with diabetes mellitus (DM) who were aged 18–75 years and receiving primary care in a suburban integrated delivery network (IDN). Patient demographic, sociomedical, biometric characteristics, and Healthcare Effectiveness Data and Information Set (HEDIS) measures within the Comprehensive Diabetes Care bundle were extracted from the electronic health record (EHR) and analyzed by using multivariate logistic regression to assess factors associated with completion of an eye exam (retinal) performed during the study year.
Among 19,901 primary care patients with DM, 35.15% completed an eye examination in 2021. After adjusting for demographic and biometric characteristics, the two factors most closely associated with completing a diabetic eye examination were having had a primary care office visit (adjusted odds ratio [aOR], 3.525; 95% confidence interval [CI], 3.210–3.871, p p p p Surveillance for diabetic retinopathy relies on annual diabetic eye examinations yet adherence to that standard remains unacceptably low. Our study suggests that engagement of patients through an online PP could help increase this rate.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.27208275.v1(source: https://tandf.figshare.com/articles/dataset/Access_to_a_Patient_Portal_is_Associated_with_a_Higher_Rate_of_Diabetic_Eye_Examination_Completion/27208275)。
数据缺失?
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