远程足部温度监测公平性评估协变量数据集
本数据集包含美国大型医疗系统2019-2021年间远程足部温度监测用于截肢预防的公平性评估中,涉及患者人口统计、地理、设施特征等协变量数据。

基本信息
资源简介
远程足部温度监测公平性评估协变量数据集
【数据集背景】
本数据集源站标题为《Covariates.》。源站首次发布:2024-04-01。
【数据内容】
源站原始描述:Objective We assessed equity in the uptake of remote foot temperature monitoring (RTM) for amputation prevention throughout a large, integrated US healthcare system between 2019 and 2021, including comparisons across facilities and between patients enrolled and eligible patients not enrolled in RTM focusing on the Reach and Adoption dimensions of the Reach, Effectiveness, Adoption, Implementation, and Maintenance (RE-AIM) framework. Material and methods To assess whether there was equitable use…
【数据结构与技术规格】
文件数 1 个,合计 13.82 KB。Table 1.xls:application/vnd.ms-excel,13.82 KB。数据集 DOI:10.1371/journal.pone.0301260.t001。
【主题与分类】
源站学科分类:Medicine、Cell Biology、Biotechnology、Immunology、Cancer、Infectious Diseases。主题标签:using logistic regression、amputation prevention throughout、telehealth use prior、partial foot amputation、rtm across facilities、patients per podiatrist、use rtm facilities、high rtm use、lower enrollment among、rtm use。
【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/Covariates_/25519919
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Littman, Alyson J.; Timmons, Andrew K.; Jones, Kenneth T.; Shirley, Suzanne; Robbins, Jeffrey; Moy, Ernest (2024). Covariates.. PLOS ONE. Dataset
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。
使用方式
数据集获取(Figshare)
- 源站标题:Covariates.
- DOI:10.1371/journal.pone.0301260.t001
- 发布日期:2024-04-01
- 文件数:1 个
- 文件总体积:13.82 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Covariates_/25519919
命令行下载
curl -L -o "Table 1.xls" "https://ndownloader.figshare.com/files/45402641"
文件清单
Table 1.xls(13.82 KB)
文件总体积 13.82 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
Objective
We assessed equity in the uptake of remote foot temperature monitoring (RTM) for amputation prevention throughout a large, integrated US healthcare system between 2019 and 2021, including comparisons across facilities and between patients enrolled and eligible patients not enrolled in RTM focusing on the Reach and Adoption dimensions of the Reach, Effectiveness, Adoption, Implementation, and Maintenance (RE-AIM) framework.
Material and methods
To assess whether there was equitable use of RTM across facilities, we examined distributions of patient demographic, geographic, and facility characteristics across facility RTM use categories (e.g., no RTM use, and low, moderate, and high RTM use) among all eligible patients (n = 46,294). Second, to understand whether, among facilities using RTM, there was equitable enrollment of patients in RTM, we compared characteristics of patients enrolled in RTM (n = 1066) relative to a group of eligible patients not enrolled in RTM (n = 27,166) using logistic regression and including all covariates.
Results
RTM use increased substantially from an average of 11 patients per month to over 40 patients per month between 2019 and 2021. High-use RTM facilities had higher complexity and a lower ratio of patients per podiatrist but did not have consistent evidence of better footcare process measures. Among facilities offering RTM, enrollment varied by age, was inversely associated with Black race (vs. white), low income, living far from specialty care, and being in the highest quartiles of telehealth use prior to enrollment. Enrollment was positively associated with having osteomyelitis, Charcot foot, a partial foot amputation, BMI≥30 kg/m2, and high outpatient utilization.
Conclusions
RTM growth was concentrated in a small number of higher-resourced facilities, with evidence of lower enrollment among those who were Black and lived farther from specialty care. Future studies are needed to identify and address barriers to uptake of new interventions like RTM to prevent exacerbating existing ulceration and amputation disparities.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0301260.t001(source: https://plos.figshare.com/articles/dataset/Covariates_/25519919)。
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