左心室辅助装置随访成本效益数据集
LVAD患者随访数据,用于比较密集与稀疏随访策略的成本效益和再入院风险,包含349例患者信息,模态为表格。

基本信息
资源简介
左心室辅助装置随访成本效益数据集
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 2 个文件、合计 52.06 KB,主题涵盖 LVAD、left ventricular assist device、cost-effectiveness,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 varied approach to left ventricular assist device follow-up improves cost-effectiveness》。配套论文《A varied approach to left ventricular assist device follow-up improves cost-effectiveness》发表于 Current Medical Research and Opinion(2021),DOI:10.1080/03007995.2021.1948395。源站首次发布:2021-07-20。
【数据内容】
源站原始描述:Left ventricular assist device (LVAD) implantation improves outcomes in advanced heart failure, however, the optimal frequency of outpatient assessments to improve cost-effectiveness and potentially avert readmissions is unclear. To test if varying the frequency of follow-up after LVAD implantation reduces readmissions and improves cost-effectiveness, a less intensive follow-up (LIFU) strategy with scheduled visits at 1 month and then every 6 months was compared to an intensive follow-up (IFU) g…
【数据结构与技术规格】
文件数 2 个,合计 52.06 KB。Appendix.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,32.76 KB。eFig_1.png:image/png,19.30 KB。数据集 DOI:10.6084/m9.figshare.14869088.v2。
【主题与分类】
源站学科分类:Medicine、Ecology、Biological Sciences not elsewhere classified、Cancer、Science Policy、Computational Biology。主题标签:LVAD、left ventricular assist device、cost-effectiveness。
【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_varied_approach_to_left_ventricular_assist_device_follow-up_improves_cost-effectiveness/14869088
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:A varied approach to left ventricular assist device follow-up improves cost-effectiveness. Taylor & Francis. Ahmed, Mustafa M.; Li, Piaopiao; Meece, Lauren E.; Bian, Jiang; Shao, Hui
【使用注意】
· 源站最后修改于 2023-10-09,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:A varied approach to left ventricular assist device follow-up improves cost-effectiveness
- DOI:10.6084/m9.figshare.14869088.v2
- 发布日期:2021-07-20
- 文件数:2 个
- 文件总体积:52.06 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/A_varied_approach_to_left_ventricular_assist_device_follow-up_improves_cost-effectiveness/14869088
命令行下载
curl -L -o "Appendix.docx" "https://ndownloader.figshare.com/files/28892352"
curl -L -o "eFig_1.png" "https://ndownloader.figshare.com/files/28892355"
文件清单
Appendix.docx(32.76 KB)eFig_1.png(19.30 KB)
文件总体积 52.06 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
Left ventricular assist device (LVAD) implantation improves outcomes in advanced heart failure, however, the optimal frequency of outpatient assessments to improve cost-effectiveness and potentially avert readmissions is unclear.
To test if varying the frequency of follow-up after LVAD implantation reduces readmissions and improves cost-effectiveness, a less intensive follow-up (LIFU) strategy with scheduled visits at 1 month and then every 6 months was compared to an intensive follow-up (IFU) group with scheduled visits at 1, 2, and 4 weeks, and then every 3 months post-implant. We developed a decision-tree model to evaluate the cost-effectiveness of different follow-up schedules at 3, 6, and 12-months. The readmission rates for LIFU and IFU, along with the associated costs, were estimated using data from the IBM MarketScan Commercial Claims Databases (2015–2018). A total of 349 patients were enrolled, with 193 and 156 in the IFU and LIFU groups.
Patients with IFU were found to have a lower risk for readmission at 3 months (HR: 0.69, 95% confidence interval (CI): 0.60–0.79), but this difference diminished overtime at 6 months (HR: 0.84, 95% CI: 0.73–0.96) and 12 months (HR: 0.94, 95% CI: 0.83–1.06). The incremental net benefit of IFU, when compared with LIFU, is greatest in the first 3 months and also diminishes over time (3 months: $19616, 6 months $9257, 12 months $717).
An initial IFU strategy, followed by a period of de-escalation at the 6-month post-implant mark in lower-risk patients, may be a more cost-effective strategy to provide follow-up care while not predisposing patients to a higher risk of readmission.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.14869088.v2(source: https://tandf.figshare.com/articles/dataset/A_varied_approach_to_left_ventricular_assist_device_follow-up_improves_cost-effectiveness/14869088)。
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