美国Medicare D部分直接口服抗凝药处方:成本、使用与“橡胶效应”
美国Medicare D部分2013-2015年直接口服抗凝药处方数据,包含成本、使用量及不同专业和地区的采用差异。

基本信息
资源简介
美国Medicare D部分直接口服抗凝药处方:成本、使用与“橡胶效应”
【数据集背景】
本数据集源站标题为《Medicare part D prescribing for direct oral anticoagulants in the United States: Cost, use and the “rubber effect”》。配套论文《Medicare part D prescribing for direct oral anticoagulants in the United States: Cost, use and the “rubber effect”》发表于 PLOS ONE(2018),DOI:10.1371/journal.pone.0198674。源站首次发布:2018-06-07。
【数据内容】
源站原始描述:Introduction Direct oral anticoagulants (DOAC) have gained an increased share over warfarin for prevention and treatment of thromboembolic disease. We studied DOAC adoption across providers and medical specialties. Methods Retrospective, cross-sectional analysis of Medicare Part D public use files (PUF), 2013 to 2015. We summarized prescription data for claims and drug payment, stratified by drug class, specialty and calendar year. We treated DOAC claims as a count outcome and explored patterns…
【数据结构与技术规格】
文件数 2 个,合计 1.78 MB。pone.0198674.s001.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,61.31 KB。pone.0198674.s002.tiff:image/tiff,1.72 MB。数据集 DOI:10.1371/journal.pone.0198674。
【主题与分类】
源站学科分类:Medicine、Pharmacology、Biotechnology、Evolutionary Biology、Marine Biology、Science Policy。主题标签:HRR、interquartile range 9.2、DOAC adoption、prescription、medicare part D、Medicare Part D、atrial fibrillation、specialty、hospital referral regions、DOAC claims。
【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/Medicare_part_D_prescribing_for_direct_oral_anticoagulants_in_the_United_States_Cost_use_and_the_rubber_effect_/6456698
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:D. Ziakas, Panayiotis; Kourbeti, Irene S.; Poulou, Loukia S.; Vlachogeorgos, Georgios S.; Mylonakis, Eleftherios (2018). Medicare part D prescribing for direct oral anticoagulants in the United States: Cost, use and the “rubber effect”. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-05-31,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:Medicare part D prescribing for direct oral anticoagulants in the United States: Cost, use and the “rubber effect”
- DOI:10.1371/journal.pone.0198674
- 发布日期:2018-06-07
- 文件数:2 个
- 文件总体积:1.78 MB
- 源站页面:https://plos.figshare.com/articles/dataset/Medicare_part_D_prescribing_for_direct_oral_anticoagulants_in_the_United_States_Cost_use_and_the_rubber_effect_/6456698
命令行下载
curl -L -o "pone.0198674.s001.docx" "https://ndownloader.figshare.com/files/11879273"
curl -L -o "pone.0198674.s002.tiff" "https://ndownloader.figshare.com/files/11879276"
文件清单
pone.0198674.s001.docx(61.31 KB)pone.0198674.s002.tiff(1.72 MB)
文件总体积 1.78 MB(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
Introduction
Direct oral anticoagulants (DOAC) have gained an increased share over warfarin for prevention and treatment of thromboembolic disease. We studied DOAC adoption across providers and medical specialties.
Methods
Retrospective, cross-sectional analysis of Medicare Part D public use files (PUF), 2013 to 2015. We summarized prescription data for claims and drug payment, stratified by drug class, specialty and calendar year. We treated DOAC claims as a count outcome and explored patterns of expansion across prescribers via a truncated negative binomial regression. We described dispersion and spread in DOAC prescribing, across hospital referral regions (HRRs), including the p90/p10 ratios, and the median absolute deviation from the median.
Results
In 2015 part D PUF, oral anticoagulant claims have climbed to approximately 24.4 million with a payment cost of approximately $3.3 billion. DOAC claims comprised 31.0% of oral anticoagulant claims, showing a relative increase of approximately 127% compared to 2013. The upper decile of prescribers accounted for half of the oral anticoagulant prescriptions and the resulting cost. The median cost per DOAC claim in 2015 was $367.4 (interquartile range 323.9 to 445.9), as opposed to $12.3 (interquartile range 9.2 to 16.5) for warfarin. The median cost per standardized (30-day supply) prescription was $317.0 (interquartile range 303.8 to 324.3) and $8.0 (6.7 to 9.8) for DOACs and warfarin, respectively. DOAC adoption differs by specialty. Cardiologists, cardiac electrophysiologists and orthopedics had the highest predicted DOAC share per 100 claims (53.8, 72.9 and 71.5, respectively in 2015); nephrologists, family practitioners and geriatricians the lowest (22.3, 21.5 and 20.7, respectively in 2015). The p90/p10 ratio and the median absolute deviation from the median varied across HRRs and correlated positively with the prevalence of stroke and atrial fibrillation in the Medicare population.
Conclusions
DOACs have been increasing their share year-over-year, but adoption varies across specialties. In prevalent areas for stroke and atrial fibrillation, prescription dispersion magnifies, and this may signify a rapid adopt
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0198674(source: https://plos.figshare.com/articles/dataset/Medicare_part_D_prescribing_for_direct_oral_anticoagulants_in_the_United_States_Cost_use_and_the_rubber_effect_/6456698)。
数据缺失?
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