患者CDT研究人口统计数据
包含5962名充血性心力衰竭患者的去标识化电子病历数据,研究护理团队角色与住院、再入院等结果的关系。

基本信息
资源简介
患者CDT研究人口统计数据
【数据集背景】
本数据集源站标题为《Patient CDT study demographics.》。源站首次发布:2023-06-15。
【数据内容】
源站原始描述:The care delivery team (CDT) is critical to providing care access and equity to patients who are disproportionately impacted by congestive heart failure (CHF). However, the specific clinical roles that are associated with care outcomes are unknown. The objective of this study was to examine the extent to which specific clinical roles within CDTs were associated with care outcomes in African Americans (AA) with CHF. Deidentified electronic medical record data were collected on 5,962 patients, rep…
【数据结构与技术规格】
文件数 1 个,合计 5.63 KB。Table 3.xls:application/vnd.ms-excel,5.63 KB。数据集 DOI:10.1371/journal.pone.0286363.t003。
【主题与分类】
源站学科分类:Medicine、Cell Biology、Molecular Biology、Developmental Biology、Cancer、Infectious Diseases。主题标签:specific clinical roles、largest racial group、total care encounters、providing care access、care delivery team、921 care encounters、significantly higher number、care encounters generated、heart failure phenotype、congestive heart failure。
【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/Patient_CDT_study_demographics_/23525898
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Williams, Tremaine B.; Crump, Alisha; Garza, Maryam Y.; Parker, Nadia; Simmons, Simeon; Lipschitz, Riley; et al. (2023). Patient CDT study demographics.. 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:Patient CDT study demographics.
- DOI:10.1371/journal.pone.0286363.t003
- 发布日期:2023-06-15
- 文件数:1 个
- 文件总体积:5.63 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Patient_CDT_study_demographics_/23525898
命令行下载
curl -L -o "Table 3.xls" "https://ndownloader.figshare.com/files/41257137"
文件清单
Table 3.xls(5.63 KB)
文件总体积 5.63 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
The care delivery team (CDT) is critical to providing care access and equity to patients who are disproportionately impacted by congestive heart failure (CHF). However, the specific clinical roles that are associated with care outcomes are unknown. The objective of this study was to examine the extent to which specific clinical roles within CDTs were associated with care outcomes in African Americans (AA) with CHF. Deidentified electronic medical record data were collected on 5,962 patients, representing 80,921 care encounters with 3,284 clinicians between January 1, 2014 and December 31, 2021. Binomial logistic regression assessed associations of specific clinical roles and the Mann Whitney-U assessed racial differences in outcomes. AAs accounted for only 26% of the study population but generated 48% of total care encounters, the same percentage of care encounters generated by the largest racial group (i.e., Caucasian Americans; 69% of the study population). AAs had a significantly higher number of hospitalizations and readmissions than Caucasian Americans. However, AAs had a significantly higher number of days at home and significantly lower care charges than Caucasian Americans. Among all CHF patients, patients with a Registered Nurse on their CDT were less likely to have a hospitalization (i.e. 30%) and a high number of readmissions (i.e., 31%) during the 7-year study period. When stratified by heart failure phenotype, the most severe patients who had a Registered Nurse on their CDT were 88% less likely to have a hospitalization and 50% less likely to have a high number of readmissions. Similar decreases in the likelihood of hospitalization and readmission were also found in less severe cases of heart failure. Specific clinical roles are associated with CHF care outcomes. Consideration must be given to developing and testing the efficacy of more specialized, empirical models of CDT composition to reduce the disproportionate impact of CHF.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0286363.t003(source: https://plos.figshare.com/articles/dataset/Patient_CDT_study_demographics_/23525898)。
需要用于商业化训练或医疗器械注册(NMPA/FDA)?
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