农村社区糖尿病患者眼筛查依从性影响因素:一项定性研究
关于农村糖尿病患者眼筛查依从性影响因素的定性研究数据集,包含访谈文本及分析结果。

基本信息
资源简介
农村社区糖尿病患者眼筛查依从性影响因素:一项定性研究
【一句话概览】
本数据集是 figshare 公开的文本数据集,收录 2 个文件、合计 285.42 KB,主题涵盖 travel distances、eye screening guidelines、Current patient education efforts、barrier、type 2 diabetes,可用于医学自然语言处理(实体识别、信息抽取等),CC BY 4.0 许可开放获取。
【数据集背景】
本数据集源站标题为《Factors influencing patient adherence with diabetic eye screening in rural communities: A qualitative study》。配套论文《Factors influencing patient adherence with diabetic eye screening in rural communities: A qualitative study》发表于 PLOS ONE(2018),DOI:10.1371/journal.pone.0206742。源站首次发布:2018-11-02。
【数据内容】
源站原始描述:Objective Diabetic retinopathy remains the leading cause of blindness among working-age U.S. adults largely due to low screening rates. Rural populations face particularly greater challenges to screening because they are older, poorer, less insured, and less likely to receive guideline-concordant care than those in urban areas. Current patient education efforts may not fully address multiple barriers to screening faced by rural patients. We sought to characterize contextual factors affecting rur…
【数据结构与技术规格】
文件数 2 个,合计 285.42 KB。pone.0206742.s001.pdf:application/pdf,207.87 KB。pone.0206742.s002.pdf:application/pdf,77.55 KB。数据集 DOI:10.1371/journal.pone.0206742。
【主题与分类】
源站学科分类:Biotechnology、Science Policy、Infectious Diseases、Virology。主题标签:travel distances、eye screening guidelines、Current patient education efforts、barrier、type 2 diabetes、patient adherence、patient education strategies、Rural populations face、multi-payer health system、U.S。
【适用方向】
文本类数据可用于医学自然语言处理,如命名实体识别、信息抽取与文本分类。
【获取与许可】
源站页面:https://plos.figshare.com/articles/dataset/Factors_influencing_patient_adherence_with_diabetic_eye_screening_in_rural_communities_A_qualitative_study/7293401
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Liu, Yao; Zupan, Nicholas J.; Shiyanbola, Olayinka O.; Swearingen, Rebecca; Carlson, Julia N.; Jacobson, Nora A.; et al. (2018). Factors influencing patient adherence with diabetic eye screening in rural communities: A qualitative study. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-06-03,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:Factors influencing patient adherence with diabetic eye screening in rural communities: A qualitative study
- DOI:10.1371/journal.pone.0206742
- 发布日期:2018-11-02
- 文件数:2 个
- 文件总体积:285.42 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Factors_influencing_patient_adherence_with_diabetic_eye_screening_in_rural_communities_A_qualitative_study/7293401
命令行下载
curl -L -o "pone.0206742.s001.pdf" "https://ndownloader.figshare.com/files/13473785"
curl -L -o "pone.0206742.s002.pdf" "https://ndownloader.figshare.com/files/13473788"
文件清单
pone.0206742.s001.pdf(207.87 KB)pone.0206742.s002.pdf(77.55 KB)
文件总体积 285.42 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
Diabetic retinopathy remains the leading cause of blindness among working-age U.S. adults largely due to low screening rates. Rural populations face particularly greater challenges to screening because they are older, poorer, less insured, and less likely to receive guideline-concordant care than those in urban areas. Current patient education efforts may not fully address multiple barriers to screening faced by rural patients. We sought to characterize contextual factors affecting rural patient adherence with diabetic eye screening guidelines.
Research design and methods
We conducted semi-structured interviews with 29 participants (20 adult patients with type 2 diabetes and 9 primary care providers) in a rural, multi-payer health system. Both inductive and directed content analysis were performed.
Results
Factors influencing rural patient adherence with diabetic eye screening were categorized as environmental, social, and individual using the Ecological Model of Health. Major themes included limited access to and infrequent use of healthcare, long travel distances to obtain care, poverty and financial tradeoffs, trusting relationships with healthcare providers, family members’ struggles with diabetes, anxiety about diabetes complications, and the burden of diabetes management.
Conclusions
Significant barriers exist for rural patients that affect their ability to adhere with yearly diabetic eye screening. Many studies emphasize patient education to increase adherence, but current patient education strategies fail to address major environmental, social, and individual barriers. Addressing these factors, leveraging patient trust in their healthcare providers, and strategies targeted specifically to environmental barriers such as long travel distances (e.g. teleophthalmology) may fill crucial gaps in diabetic eye screening in rural communities.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0206742(source: https://plos.figshare.com/articles/dataset/Factors_influencing_patient_adherence_with_diabetic_eye_screening_in_rural_communities_A_qualitative_study/7293401)。
数据缺失?
依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。
⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。




