急性髓系白血病:新确诊患者从一线诱导到缓解和复发的资源利用和支出的回顾性索赔分析
AML患者索赔数据分析,涵盖人口统计、风险因素和合并症,用于评估一线诱导至缓解和复发的医疗支出与资源利用。

基本信息
资源简介
急性髓系白血病:新确诊患者从一线诱导到缓解和复发的资源利用和支出的回顾性索赔分析
【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 92.36 KB,主题涵盖 Acute myeloid leukemia、Expenditures、Induction、Relapse、Remission,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《Acute myeloid leukemia: a retrospective claims analysis of resource utilization and expenditures for newly diagnosed patients from first-line induction to remission and relapse》。配套论文《Acute myeloid leukemia: a retrospective claims analysis of resource utilization and expenditures for newly diagnosed patients from first-line induction to remission and relapse》发表于 Current Medical Research and Opinion(2016),DOI:10.1080/03007995.2016.1267615。源站首次发布:2016-12-14。
【数据内容】
源站原始描述:Objective: The objective of this study was to estimate resource utilization and expenditures for patients with acute myeloid leukemia (AML) in a real-world claims database. Research design and methods: AML patients were identified in MarketScan claims databases between 1 January 2009 and 31 January 2015. Patients had a minimum of two AML diagnosis codes, hospitalization within 14 days after initial diagnosis, and ≥6 months of enrollment before initial diagnosis. Patients were monitored from firs…
【数据结构与技术规格】
文件数 2 个,合计 92.36 KB。icmo_a_1267615_sm9833.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,31.20 KB。icmo_a_1267615_sm2310.pdf:application/pdf,61.16 KB。数据集 DOI:10.6084/m9.figshare.4315841.v1。
【主题与分类】
源站学科分类:Medicine、Cell Biology、Molecular Biology、Biotechnology、Cancer、Hematology。主题标签:Acute myeloid leukemia、Expenditures、Induction、Relapse、Remission、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/Acute_myeloid_leukemia_a_retrospective_claims_analysis_of_resource_utilization_and_expenditures_for_newly_diagnosed_patients_from_first-line_induction_to_remission_and_relapse/4315841
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Acute myeloid leukemia: a retrospective claims analysis of resource utilization and expenditures for newly diagnosed patients from first-line induction to remission and relapse. Taylor & Francis. Irish, William; Ryan, Michael; Gache, Larry; Gunnarsson, Candace; Bell, Timothy; Shapiro, Mark
【使用注意】
· 源站最后修改于 2023-06-01,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:Acute myeloid leukemia: a retrospective claims analysis of resource utilization and expenditures for newly diagnosed patients from first-line induction to remission and relapse
- DOI:10.6084/m9.figshare.4315841.v1
- 发布日期:2016-12-14
- 文件数:2 个
- 文件总体积:92.36 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/Acute_myeloid_leukemia_a_retrospective_claims_analysis_of_resource_utilization_and_expenditures_for_newly_diagnosed_patients_from_first-line_induction_to_remission_and_relapse/4315841
命令行下载
curl -L -o "icmo_a_1267615_sm9833.docx" "https://ndownloader.figshare.com/files/7039322"
curl -L -o "icmo_a_1267615_sm2310.pdf" "https://ndownloader.figshare.com/files/7039325"
文件清单
icmo_a_1267615_sm9833.docx(31.20 KB)icmo_a_1267615_sm2310.pdf(61.16 KB)
文件总体积 92.36 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
Objective: The objective of this study was to estimate resource utilization and expenditures for patients with acute myeloid leukemia (AML) in a real-world claims database.
Research design and methods: AML patients were identified in MarketScan claims databases between 1 January 2009 and 31 January 2015. Patients had a minimum of two AML diagnosis codes, hospitalization within 14 days after initial diagnosis, and ≥6 months of enrollment before initial diagnosis. Patients were monitored from first-line induction to a record of remission. A subset had a record of a second treatment period, defined as time from relapse to remission. Patient demographics, AML risk factors, and comorbidities were recorded. Descriptive analysis of utilization and expenditures (in 2014 $US) were reported for each cohort.
Results: The inclusion criteria were met in 1597 patients (mean age, 58.4 years; 51.0% male). Ninety percent of patients had ≥1 risk factor for AML. Mean (SD) healthcare expenditures for patients from first-line induction to remission (n = 681) were $208,857 ($152,090). Of the 157 who had a record of relapse, 70 had a record of a second remission. Expenditures for these patients (n = 70) from relapse to remission were $142,569 ($208,307); 60% were admitted to a hospital for a mean of 18.5 hospital days, and 20% had ≥1 emergency room visit.
Conclusions: Although this claims-based analysis is limited by a lack of generalizability to noninsured populations and potential underreporting of certain events and diagnoses, we found that treating AML patients poses a significant healthcare burden, during both first-line induction and relapse. With people living longer, the number of cases of AML is expected to increase in the future.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.4315841.v1(source: https://tandf.figshare.com/articles/dataset/Acute_myeloid_leukemia_a_retrospective_claims_analysis_of_resource_utilization_and_expenditures_for_newly_diagnosed_patients_from_first-line_induction_to_remission_and_relapse/4315841)。
数据缺失?
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