初级护理重新设计对糖尿病结果的贝叶斯差异-in-差异框架
明尼苏达州PCMH诊所2008-2012年糖尿病结果与初级护理重设计相关表格数据，用于贝叶斯差异-in-差异分析。
基本信息
资源简介
初级护理重新设计对糖尿病结果的贝叶斯差异-in-差异框架
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集，收录 3 个文件、合计 58.07 KB，主题涵盖 Bayesian hierarchical modeling、Diabetes、Difference-in-differences、Errors in covariates、Patient-centered medical home，可用于统计建模、特征工程与队列分析，CC BY 4.0 许可开放获取。
【数据集背景】
本数据集源站标题为《A Bayesian Difference-in-Difference Framework for the Impact of Primary Care Redesign on Diabetes Outcomes》。配套论文《A Bayesian Difference-in-Difference Framework for the Impact of Primary Care Redesign on Diabetes Outcomes》发表于 Statistics and Public Policy（2019），DOI：10.1080/2330443X.2019.1626310。项目资助方：Research reported in this publication was supported by the National Institute of Diabetes and Digestive and Kidney Diseases of the National Institutes of Health (NIH funding: R18DK110732). The content is solely the responsibility of the authors and does not necessarily represent the official views of the National Institutes of Health.。源站首次发布：2019-07-18。
【数据内容】
源站原始描述：Although national measures of the quality of diabetes care delivery demonstrate improvement, progress has been slow. In 2008, the Minnesota legislature endorsed the patient-centered medical home (PCMH) as the preferred model for primary care redesign. In this work, we investigate the effect of PCMH-related clinic redesign and resources on diabetes outcomes from 2008 to 2012 among Minnesota clinics certified as PCMHs by 2011 by using a Bayesian framework for a continuous difference-in-differences…
文件 uspp_a_1626310_sm1842.r 为文本内容，开头为：# Section 8.2 Simulation Study # Main simulation function run_sim = function() { library(mvtnorm) …
文件 uspp_a_1626310_sm1841.r 为文本内容，开头为：# Section 8.1 simulation study set.seed(2019) diff.in.diff.df = diff.in.diff.df[order(diff.in.di…
文件 uspp_a_1626310_sm1838.r 为文本内容，开头为：# Code to do analysis in "Bayesian difference-in-differences framework # for the impact of …
【数据结构与技术规格】
文件数 3 个，合计 58.07 KB。uspp_a_1626310_sm1842.r：text/plain，3.89 KB。uspp_a_1626310_sm1841.r：text/plain，2.74 KB。uspp_a_1626310_sm1838.r：text/plain，51.44 KB。数据集 DOI：10.6084/m9.figshare.8952944.v1。
【主题与分类】
源站学科分类：Biochemistry、Medicine、Molecular Biology、Biotechnology、Chemical Sciences not elsewhere classified、Biological Sciences not elsewhere classified。主题标签：Bayesian hierarchical modeling、Diabetes、Difference-in-differences、Errors in covariates、Patient-centered medical home、Primary care redesign。
【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/A_Bayesian_Difference-in-Difference_Framework_for_the_Impact_of_Primary_Care_Redesign_on_Diabetes_Outcomes/8952944
使用许可：CC BY 4.0（https://creativecommons.org/licenses/by/4.0/）。
规范引用：A Bayesian Difference-in-Difference Framework for the Impact of Primary Care Redesign on Diabetes Outcomes. Taylor & Francis. Normington, James; Lock, Eric; Carlin, Caroline; Peterson, Kevin; Carlin, Bradley
【使用注意】
· 源站最后修改于 2023-06-02，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：A Bayesian Difference-in-Difference Framework for the Impact of Primary Care Redesign on Diabetes Outcomes
- DOI：10.6084/m9.figshare.8952944.v1
- 发布日期：2019-07-18
- 文件数：3 个
- 文件总体积：58.07 KB
- 源站页面：https://tandf.figshare.com/articles/dataset/A_Bayesian_Difference-in-Difference_Framework_for_the_Impact_of_Primary_Care_Redesign_on_Diabetes_Outcomes/8952944
命令行下载
curl -L -o "uspp_a_1626310_sm1842.r" "https://ndownloader.figshare.com/files/16369688"
curl -L -o "uspp_a_1626310_sm1841.r" "https://ndownloader.figshare.com/files/16369691"
curl -L -o "uspp_a_1626310_sm1838.r" "https://ndownloader.figshare.com/files/16369694"
文件清单
uspp_a_1626310_sm1842.r（3.89 KB）uspp_a_1626310_sm1841.r（2.74 KB）uspp_a_1626310_sm1838.r（51.44 KB）
文件总体积 58.07 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
Although national measures of the quality of diabetes care delivery demonstrate improvement, progress has been slow. In 2008, the Minnesota legislature endorsed the patient-centered medical home (PCMH) as the preferred model for primary care redesign. In this work, we investigate the effect of PCMH-related clinic redesign and resources on diabetes outcomes from 2008 to 2012 among Minnesota clinics certified as PCMHs by 2011 by using a Bayesian framework for a continuous difference-in-differences model. Data from the Physician Practice Connections-Research Survey were used to assess a clinic’s maturity in primary care transformation, and diabetes outcomes were obtained from the MN Community Measurement program. These data have several characteristics that must be carefully considered from a modeling perspective, including the inability to match patients over time, the potential for dynamic confounding, and the hierarchical structure of clinics. An ad-hoc analysis suggests a significant correlation between PCMH-related clinic redesign and resources on diabetes outcomes; however, this effect is not detected after properly accounting for different sources of variability and confounding. Supplementary materials for this article are available online.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.8952944.v1（source: https://tandf.figshare.com/articles/dataset/A_Bayesian_Difference-in-Difference_Framework_for_the_Impact_of_Primary_Care_Redesign_on_Diabetes_Outcomes/8952944）。
需要用于商业化训练或医疗器械注册（NMPA/FDA）？
公开数据往往缺乏完整的病理回证与专家标注。千方医数集依托陕川双基地与超十家三甲医院直连，提供完全合规、去标识化、支持注册级质控的专病数据集交易服务。
