美国私人部门结核病预防:与干扰素-γ释放试验或结核菌素皮肤试验相关的特征
基于美国私人医疗部门索赔数据,分析结核病潜伏感染风险因素与IGRA/TST检测关联的数据集。

基本信息
资源简介
美国私人部门结核病预防:与干扰素-γ释放试验或结核菌素皮肤试验相关的特征
【数据集背景】
本数据集源站标题为《Private sector tuberculosis prevention in the US: Characteristics associated with interferon-gamma release assay or tuberculin skin testing》。配套论文《Private sector tuberculosis prevention in the US: Characteristics associated with interferon-gamma release assay or tuberculin skin testing》发表于 PLOS ONE(2018),DOI:10.1371/journal.pone.0193432。源站首次发布:2018-03-28。
【数据内容】
源站原始描述:Objective To determine whether latent tuberculosis infection risk factors are associated with an increased likelihood of latent tuberculosis infection testing in the US private healthcare sector. Data source A national sample of medical and pharmacy claims representing services rendered January 2011 through December 2013 for 3,997,986 commercially insured individuals in the US who were 0 to 64 years of age. Study design We used multivariable logistic regression models to determine whether TB/LTB…
【数据结构与技术规格】
文件数 2 个,合计 541.70 KB。S1 File.xls:application/vnd.ms-excel,38.40 KB。S2 File.xls:application/vnd.ms-excel,503.30 KB。数据集 DOI:10.1371/journal.pone.0193432。
【主题与分类】
源站学科分类:Medicine、Molecular Biology、Neuroscience、Biotechnology、Evolutionary Biology、Developmental Biology。主题标签:alcohol use disorder、pharmacy claims、Private sector tuberculosis prevention、December 2013、risk indicators、tobacco use、sector healthcare、January 2011、healthcare sector、population density。
【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/Private_sector_tuberculosis_prevention_in_the_US_Characteristics_associated_with_interferon-gamma_release_assay_or_tuberculin_skin_testing/6054410
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Stockbridge, Erica L.; L. Miller, Thaddeus; Carlson, Erin K.; Ho, Christine (2018). Private sector tuberculosis prevention in the US: Characteristics associated with interferon-gamma release assay or tuberculin skin testing. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-05-30,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:Private sector tuberculosis prevention in the US: Characteristics associated with interferon-gamma release assay or tuberculin skin testing
- DOI:10.1371/journal.pone.0193432
- 发布日期:2018-03-28
- 文件数:2 个
- 文件总体积:541.70 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Private_sector_tuberculosis_prevention_in_the_US_Characteristics_associated_with_interferon-gamma_release_assay_or_tuberculin_skin_testing/6054410
命令行下载
curl -L -o "S1 File.xls" "https://ndownloader.figshare.com/files/10906985"
curl -L -o "S2 File.xls" "https://ndownloader.figshare.com/files/10906991"
文件清单
S1 File.xls(38.40 KB)S2 File.xls(503.30 KB)
文件总体积 541.70 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
To determine whether latent tuberculosis infection risk factors are associated with an increased likelihood of latent tuberculosis infection testing in the US private healthcare sector.
Data source
A national sample of medical and pharmacy claims representing services rendered January 2011 through December 2013 for 3,997,986 commercially insured individuals in the US who were 0 to 64 years of age.
Study design
We used multivariable logistic regression models to determine whether TB/LTBI risk factors were associated with an increased likelihood of Interferon-Gamma Release Assay (IGRA) or Tuberculin Skin Test (TST) testing in the private sector.
Principal findings
4.31% (4.27–4.34%) received at least one TST/IGRA test between 2011 and 2013 while 1.69% (1.67–1.72%) received a TST/IGRA test in 2013. Clinical risk factors associated with a significantly increased likelihood of testing included HIV, immunosuppressive therapy, exposure to tuberculosis, a history of tuberculosis, diabetes, tobacco use, end stage renal disease, and alcohol use disorder. Other significant variables included gender, age, asthma, the state tuberculosis rate, population density, and percent of foreign-born persons in a county.
Conclusions
Private sector TST/IGRA testing is not uncommon and testing varies with clinical risk indicators. Thus, the private sector can be a powerful resource in the fight against tuberculosis. Analyses of administrative data can inform how best to leverage private sector healthcare toward tuberculosis prevention activities.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0193432(source: https://plos.figshare.com/articles/dataset/Private_sector_tuberculosis_prevention_in_the_US_Characteristics_associated_with_interferon-gamma_release_assay_or_tuberculin_skin_testing/6054410)。
数据缺失?
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