平价医疗法案受益者角膜移植的成本、利用率和并发症
ACA受益者角膜移植手术的索赔数据集,包含人口统计、临床和保险信息,用于分析成本与并发症。

基本信息
资源简介
平价医疗法案受益者角膜移植的成本、利用率和并发症
【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 407.54 KB,主题涵盖 Affordable care act、complications、cornea、transplant、utilization,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《Cost, Utilization, and Complications of Corneal Transplant in Affordable Care Act Beneficiaries》。配套论文《Cost, Utilization, and Complications of Corneal Transplant in Affordable Care Act Beneficiaries》发表于 Ophthalmic Epidemiology(2025),DOI:10.1080/09286586.2025.2554073。项目资助方:The author(s) reported that there is no funding associated with the work featured in this article.。源站首次发布:2025-09-02。
【数据内容】
源站原始描述:A knowledge gap persists regarding the utilization of corneal transplant surgery among enrollees in Affordable Care Act (ACA) plans and the factors influencing associated costs and complications post-ACA implementation. This study investigates the demographics, costs, and complications of cornea transplant for patients insured under the ACA from 2015 to 2019. A novel claims dataset of Affordable Care Act (ACA) marketplace plan subscribers was utilized. Multivariable logistic and linear regressio…
【数据结构与技术规格】
文件数 3 个,合计 407.54 KB。iope_a_2554073_sm5675.pdf:application/pdf,155.19 KB。iope_a_2554073_sm5671.pdf:application/pdf,124.90 KB。iope_a_2554073_sm5667.pdf:application/pdf,127.45 KB。数据集 DOI:10.6084/m9.figshare.30032859.v1。
【主题与分类】
源站学科分类:Medicine、Marine Biology、Cancer、Science Policy、Hematology、Virology。主题标签:Affordable care act、complications、cornea、transplant、utilization。
【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/Cost_Utilization_and_Complications_of_Corneal_Transplant_in_Affordable_Care_Act_Beneficiaries/30032859
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Cost, Utilization, and Complications of Corneal Transplant in Affordable Care Act Beneficiaries. Taylor & Francis. Chennupati, Shravika L.; Lin, George T.; Hatcher, Jeremy B.; Ji, Xiangyu; Chen, Qingxia; Shieh, Christine
【使用注意】
· 源站最后修改于 2025-12-19,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:Cost, Utilization, and Complications of Corneal Transplant in Affordable Care Act Beneficiaries
- DOI:10.6084/m9.figshare.30032859.v1
- 发布日期:2025-09-02
- 文件数:3 个
- 文件总体积:407.54 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/Cost_Utilization_and_Complications_of_Corneal_Transplant_in_Affordable_Care_Act_Beneficiaries/30032859
命令行下载
curl -L -o "iope_a_2554073_sm5675.pdf" "https://ndownloader.figshare.com/files/57597051"
curl -L -o "iope_a_2554073_sm5671.pdf" "https://ndownloader.figshare.com/files/57597054"
curl -L -o "iope_a_2554073_sm5667.pdf" "https://ndownloader.figshare.com/files/57597057"
文件清单
iope_a_2554073_sm5675.pdf(155.19 KB)iope_a_2554073_sm5671.pdf(124.90 KB)iope_a_2554073_sm5667.pdf(127.45 KB)
文件总体积 407.54 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
A knowledge gap persists regarding the utilization of corneal transplant surgery among enrollees in Affordable Care Act (ACA) plans and the factors influencing associated costs and complications post-ACA implementation. This study investigates the demographics, costs, and complications of cornea transplant for patients insured under the ACA from 2015 to 2019.
A novel claims dataset of Affordable Care Act (ACA) marketplace plan subscribers was utilized. Multivariable logistic and linear regression models were used to assess demographics, cost, and complication rates of corneal transplant using demographic/clinical data and insurance plan type.
Among 26,997,610 enrollees, 0.005% (n = 1266) underwent cornea transplant. About 32.9% (n = 416) of patients experienced a postoperative complication, the most common being corneal transplant failure (15.6%) and infectious keratitis (11.5%). Insurance plan type was not associated with rate of postoperative complications (p = 0.87). Patients with different plan types incurred significantly different out-of-pocket (OOP) cost (p This study is the first to assess the demographics, costs, and complications of corneal transplant patients within the ACA population. Our findings suggest that patients with higher cost-sharing subsidies experience lower OOP costs and may be more inclined to pursue corneal transplant than those on lower actuarial value plans.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.30032859.v1(source: https://tandf.figshare.com/articles/dataset/Cost_Utilization_and_Complications_of_Corneal_Transplant_in_Affordable_Care_Act_Beneficiaries/30032859)。
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。




