应对糖尿病：影响2型糖尿病依从性的提供者属性

数据集获取（Figshare）

• 源站标题：Coping with diabetes: Provider attributes that influence type 2 diabetes adherence
• DOI：10.1371/journal.pone.0214713
• 发布日期：2019-04-02
• 文件数：12 个
• 文件总体积：897.82 KB
• 源站页面：https://plos.figshare.com/articles/dataset/Coping_with_diabetes_Provider_attributes_that_influence_type_2_diabetes_adherence/7939412

命令行下载

curl -L -o "pone.0214713.s001.docx" "https://ndownloader.figshare.com/files/14774834"
curl -L -o "pone.0214713.s002.docx" "https://ndownloader.figshare.com/files/14774837"
curl -L -o "pone.0214713.s003.docx" "https://ndownloader.figshare.com/files/14774840"
curl -L -o "pone.0214713.s004.docx" "https://ndownloader.figshare.com/files/14774846"
curl -L -o "pone.0214713.s005.docx" "https://ndownloader.figshare.com/files/14774849"
curl -L -o "pone.0214713.s006.docx" "https://ndownloader.figshare.com/files/14774852"
curl -L -o "pone.0214713.s007.docx" "https://ndownloader.figshare.com/files/14774858"
curl -L -o "pone.0214713.s008.docx" "https://ndownloader.figshare.com/files/14774861"

文件清单

• pone.0214713.s001.docx（14.02 KB）
• pone.0214713.s002.docx（28.15 KB）
• pone.0214713.s003.docx（16.42 KB）
• pone.0214713.s004.docx（367.27 KB）
• pone.0214713.s005.docx（138.03 KB）
• pone.0214713.s006.docx（128.69 KB）
• pone.0214713.s007.docx（88.72 KB）
• pone.0214713.s008.docx（51.41 KB）
• pone.0214713.s009.docx（16.02 KB）
• pone.0214713.s010.docx（14.06 KB）
• pone.0214713.s011.docx（14.86 KB）
• pone.0214713.s012.docx（20.18 KB）

文件总体积 897.82 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

Diabetes, a chronic disease affecting over 29 million people in the United States, requires the integration of complex medical tasks into a person’s daily life. Patient-centered care and compassion are recognized as essential dimensions of the quality care experience. This research examined provider attributes that influence adherence to type 2 diabetes mellitus (T2DM) regimens and sought to understand the phenomena of provider attributes, treatment adherence, and their relationship to coping ability and treatment outcomes. This quantitative study sampled 474 people with T2DM using a 62-item online survey administered to three different groups. The sample population included people over age 18 diagnosed with T2DM. The first group included 91 persons with T2DM identified through a Facebook group and personal social media connections, the second group included 120 Amazon Mechanical Turk participants with T2DM, and the third group included 263 respondents from a Qualtrics panel who had T2DM. Results indicated that perceived provider compassion (β = .41, ρ < .001) and optimism (β = .48, ρ < .001) positively affected coping ability. Additionally, full mediation effects for self-management were revealed, with coping ability positively mediating the effect of compassion on self-management and the effects of optimism on self-management. Furthermore, full mediation effects were found for treatment satisfaction, with coping ability positively mediating the effect of compassion on treatment satisfaction and the effects of optimism on treatment satisfaction. This research has implications for patients, healthcare professionals, and leaders suggesting that providers who communicate with optimism and compassion positively affect coping ability. As a result, healthcare providers and professionals have an opportunity to enhance self-management adherence by helping their patients cope with the burdens of diabetes. In addition, this study has implications for developing provider communication tools aimed at assessing patients’ coping capacity and increasing compassionate communication.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0214713（source: https://plos.figshare.com/articles/dataset/Coping_with_diabetes_Provider_attributes_that_influence_type_2_diabetes_adherence/7939412）。