左心室辅助装置随访策略的成本效益分析数据集

基于IBM MarketScan数据库的LVAD患者随访数据,比较强化与低频随访策略在3、6、12个月时的再入院率与成本效益。

Figshare
2021-06-28 更新
浏览 17
表格LVADleft ventricular assist devicecost-effectiveness
A varied approach to left ventricular assist device follow-up improves cost-effectiveness

基本信息

模态
表格
大小
0.000052058 GB
许可
CC BY 4.0
创建/更新时间
2021-06-28
版本
v2

资源简介

左心室辅助装置随访策略的成本效益分析数据集

【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。

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

帮我联系

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)

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)。

数据缺失?

依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。

⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

获取专属数据定制方案