结直肠癌筛查依从性与医疗资源利用:对66-75岁医疗保险受益人的纵向分析

基于Medicare数据的结直肠癌筛查依从性与医疗资源利用的纵向分析,涵盖895,846名66-75岁受益人。

Figshare
2022-10-07 更新
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表格Agedcolonoscopycolorectal neoplasmsdelivery of health careearly detection of cancereconomicsmedicalMedicarepatient acceptance of health carepatient compliance
Adherence to colorectal cancer screening and healthcare resource utilization: a longitudinal analysis in Medicare beneficiaries aged 66–75 years

基本信息

模态
表格
大小
0.000147771 GB
许可
CC BY 4.0
创建/更新时间
2022-10-07
版本
v2

资源简介

结直肠癌筛查依从性与医疗资源利用:对66-75岁医疗保险受益人的纵向分析

【数据集背景】

本数据集源站标题为《Adherence to colorectal cancer screening and healthcare resource utilization: a longitudinal analysis in Medicare beneficiaries aged 66–75 years》。配套论文《Adherence to colorectal cancer screening and healthcare resource utilization: a longitudinal analysis in Medicare beneficiaries aged 66–75 years》发表于 Current Medical Research and Opinion(2022),DOI:10.1080/03007995.2022.2133493。源站首次发布:2022-11-04。

【数据内容】

源站原始描述:In this study, we examined colorectal cancer (CRC) screening adherence in Medicare beneficiaries and associated healthcare resource utilization (HCRU) and Medicare costs. Using 20% Medicare random sample data, the study population included Medicare fee-for-service beneficiaries aged 66–75 years on 1 January 2009, at average risk for CRC and continuously enrolled in Medicare Part A/B from 2008 to 2018. We excluded those who had undergone colonoscopy or flexible sigmoidoscopy during 2007–2008 and…

【数据结构与技术规格】

文件数 5 个,合计 147.77 KB。icmo_a_2133493_sm8639.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,88.75 KB。icmo_a_2133493_sm2477.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,16.27 KB。icmo_a_2133493_sm2476.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,15.25 KB。数据集 DOI:10.6084/m9.figshare.21295674.v2。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Ecology、Sociology、Biological Sciences not elsewhere classified、Science Policy。主题标签:Aged、colonoscopy、colorectal neoplasms、delivery of health care、early detection of cancer、economics、medical、Medicare、patient acceptance of health care、patient compliance。

【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/Adherence_to_colorectal_cancer_screening_and_healthcare_resource_utilization_a_longitudinal_analysis_in_Medicare_beneficiaries_aged_66-75_Years/21295674

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Adherence to colorectal cancer screening and healthcare resource utilization: a longitudinal analysis in Medicare beneficiaries aged 66–75 years. Taylor & Francis. Li, Suying; Miller-Wilson, Lesley-Ann; Guo, Haifeng; Fisher, Deborah A

【使用注意】

· 源站最后修改于 2023-06-01,引用时请注意版本时效。

官方服务

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⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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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 "icmo_a_2133493_sm8639.docx" "https://ndownloader.figshare.com/files/38100840"
curl -L -o "icmo_a_2133493_sm2477.docx" "https://ndownloader.figshare.com/files/37780878"
curl -L -o "icmo_a_2133493_sm2476.docx" "https://ndownloader.figshare.com/files/37780881"
curl -L -o "icmo_a_2133493_sm2475.docx" "https://ndownloader.figshare.com/files/37780884"
curl -L -o "icmo_a_2133493_sm2473.docx" "https://ndownloader.figshare.com/files/37780890"

文件清单

  • icmo_a_2133493_sm8639.docx(88.75 KB)
  • icmo_a_2133493_sm2477.docx(16.27 KB)
  • icmo_a_2133493_sm2476.docx(15.25 KB)
  • icmo_a_2133493_sm2475.docx(13.48 KB)
  • icmo_a_2133493_sm2473.docx(14.03 KB)

文件总体积 147.77 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

In this study, we examined colorectal cancer (CRC) screening adherence in Medicare beneficiaries and associated healthcare resource utilization (HCRU) and Medicare costs.
Using 20% Medicare random sample data, the study population included Medicare fee-for-service beneficiaries aged 66–75 years on 1 January 2009, at average risk for CRC and continuously enrolled in Medicare Part A/B from 2008 to 2018. We excluded those who had undergone colonoscopy or flexible sigmoidoscopy during 2007–2008 and assumed everyone was due for screening in 2009; screening patterns were determined for 2009–2018. Based on US Preventive Services Task Force recommendations, individuals were categorized as adherent to screening, inadequately screened or not screened. HCRU and Medicare costs were calculated as mean per patient per year (PPPY).
Of 895,846 eligible individuals, 13.2% were adherent to screening, 53.4% were inadequately screened, and 33.4% were not screened. Compared with those not screened, adherent or inadequately screened individuals were more likely to be female, White and have comorbidities. These individuals also used more healthcare services, generating higher Medicare costs. For example, physician visits were 14.6, 22.9 and 25.9 PPPY and total Medicare costs were $6102, $8469 and $9102 PPPY for those not screened, inadequately screened and adherent, respectively.
In Medicare beneficiaries at average risk, adherence to CRC screening was low, although the rate might be underestimated due to lack of early Medicare data. The link between HCRU and screening status suggests that screening initiatives independent of clinical visits may be needed to reach unscreened or inadequately screened individuals.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.21295674.v2(source: https://tandf.figshare.com/articles/dataset/Adherence_to_colorectal_cancer_screening_and_healthcare_resource_utilization_a_longitudinal_analysis_in_Medicare_beneficiaries_aged_66-75_Years/21295674)。

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