超越烟草:物质滥用对慢性阻塞性肺疾病的二次影响
基于美国全国再入院数据库,分析慢性阻塞性肺疾病患者中物质滥用对疾病严重程度、医疗利用和医疗成本的影响。

基本信息
资源简介
超越烟草:物质滥用对慢性阻塞性肺疾病的二次影响
【数据集背景】
本数据集源站标题为《Beyond tobacco – the secondary impact of substance misuse in chronic obstructive lung disease》。配套论文《Beyond tobacco – the secondary impact of substance misuse in chronic obstructive lung disease》发表于 Journal of Asthma(2020),DOI:10.1080/02770903.2020.1847932。项目资助方:Dr. Zein is funded by NIH grant K08 HL133381.。源站首次发布:2022-02-11。
【数据内容】
源站原始描述:Background Chronic obstructive lung disease, specifically chronic asthma and COPD, impacts more than 500 million adults worldwide, and is associated with high healthcare spending and significant disease-related morbidity. While the direct impact of substance use disorder is well documented, little is known about the indirect impact of substance misuse within this patient population. The healthcare cost and indirect morbidity secondary to substance misuse in obstructive lung disease has yet to be…
【数据结构与技术规格】
文件数 4 个,合计 59.32 KB。ijas_a_1847932_sm5374.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,15.37 KB。ijas_a_1847932_sm5368.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,15.72 KB。ijas_a_1847932_sm5330.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,15.22 KB。数据集 DOI:10.6084/m9.figshare.13259572.v2。
【主题与分类】
源站学科分类:Medicine、Sociology、Biological Sciences not elsewhere classified、Science Policy。主题标签:Morbidity and mortality、economics、substance misuse、obstructive lung disease。
【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/Beyond_tobacco_the_secondary_impact_of_substance_misuse_in_chronic_obstructive_lung_disease/13259572
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Beyond tobacco – the secondary impact of substance misuse in chronic obstructive lung disease. Taylor & Francis. Macmurdo, M.; Lopez, R.; Udeh, B. L.; Zein, J
【使用注意】
· 源站最后修改于 2023-06-10,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:Beyond tobacco – the secondary impact of substance misuse in chronic obstructive lung disease
- DOI:10.6084/m9.figshare.13259572.v2
- 发布日期:2022-02-11
- 文件数:4 个
- 文件总体积:59.32 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/Beyond_tobacco_the_secondary_impact_of_substance_misuse_in_chronic_obstructive_lung_disease/13259572
命令行下载
curl -L -o "ijas_a_1847932_sm5374.docx" "https://ndownloader.figshare.com/files/34042532"
curl -L -o "ijas_a_1847932_sm5368.docx" "https://ndownloader.figshare.com/files/34042535"
curl -L -o "ijas_a_1847932_sm5330.docx" "https://ndownloader.figshare.com/files/34042538"
curl -L -o "ijas_a_1847932_sm5186.docx" "https://ndownloader.figshare.com/files/34042541"
文件清单
ijas_a_1847932_sm5374.docx(15.37 KB)ijas_a_1847932_sm5368.docx(15.72 KB)ijas_a_1847932_sm5330.docx(15.22 KB)ijas_a_1847932_sm5186.docx(13.01 KB)
文件总体积 59.32 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
Background
Chronic obstructive lung disease, specifically chronic asthma and COPD, impacts more than 500 million adults worldwide, and is associated with high healthcare spending and significant disease-related morbidity. While the direct impact of substance use disorder is well documented, little is known about the indirect impact of substance misuse within this patient population. The healthcare cost and indirect morbidity secondary to substance misuse in obstructive lung disease has yet to be quantified.
Objective
To determine the indirect impact of substance misuse on disease severity, healthcare utilization and healthcare costs in patients with chronic obstructive lung disease across the United States.
Methods
Utilizing data from the 2012–2015 National Readmissions Database (NRD) patients with a diagnosis of COPD or asthma were identified. Documented substance misuse, rates of hospitalization, frequency of hospital readmission, markers of admission severity and cost were assessed utilizing weighted regression analysis.
Results
A total of 1,087,226 patients with an index admission for asthma or COPD were identified. Substance misuse was documented in 4.0% of patients. Substance misuse was associated with a 30% increase in odds of readmission and a higher cost per index admission. The additional index admission costs totaled $24 million for our cohort.
Conclusion
Substance misuse is associated with an increase in healthcare utilization and healthcare cost in patients with chronic obstructive lung disease. Targeting substance misuse in this patient population has the potential for significant cost savings to the healthcare system.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.13259572.v2(source: https://tandf.figshare.com/articles/dataset/Beyond_tobacco_the_secondary_impact_of_substance_misuse_in_chronic_obstructive_lung_disease/13259572)。
数据缺失?
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