平价医疗法案下的初始健康评估与HIV筛查
本数据集包含对加州初级保健提供者关于HIV筛查实践的调查数据,用于分析筛查率及相关影响因素。

基本信息
资源简介
平价医疗法案下的初始健康评估与HIV筛查
【数据集背景】
本数据集源站标题为《Initial Health Assessments and HIV Screening under the Affordable Care Act》。配套论文《Initial Health Assessments and HIV Screening under the Affordable Care Act》发表于 PLOS ONE(2015),DOI:10.1371/journal.pone.0139361。源站首次发布:2015-09-29。
【数据内容】
源站原始描述:Background The Centers for Disease Control and Prevention (CDC) estimates that 156,300 (95% CI 144,100–165,900) Americans living with HIV in 2012 were unaware of their infection. To increase knowledge of HIV status, CDC guidelines seek to make HIV screening a routine part of medical care. This paper examines how routinely California primary care providers test for HIV and how providers’ knowledge of California’s streamlined testing requirements, use of sexual histories, and having an electronic…
【数据结构与技术规格】
文件数 3 个,合计 199.92 KB。S1_Fig.pdf:application/pdf,49.44 KB。S1_Text.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,119.11 KB。S2_Text.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,31.37 KB。数据集 DOI:10.1371/journal.pone.0139361。
【主题与分类】
源站学科分类:Biological Sciences、Science Policy。主题标签:providers offer HIV testing、response rate、HIV testing、histories.ConclusionChanging HIV screening requirements、Affordable Care Act BackgroundThe Centers、California health plans、blood samples、ci、HIV screening、cdc。
【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/_Initial_Health_Assessments_and_HIV_Screening_under_the_Affordable_Care_Act_/1559354
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:A. Leibowitz, Arleen; T. Garcia-Aguilar, Agustin; Farrell, Kevin (2016). Initial Health Assessments and HIV Screening under the Affordable Care Act. PLOS ONE. Dataset
【使用注意】
· 源站最后修改于 2023-06-03,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:Initial Health Assessments and HIV Screening under the Affordable Care Act
- DOI:10.1371/journal.pone.0139361
- 发布日期:2015-09-29
- 文件数:3 个
- 文件总体积:199.92 KB
- 源站页面:https://plos.figshare.com/articles/dataset/_Initial_Health_Assessments_and_HIV_Screening_under_the_Affordable_Care_Act_/1559354
命令行下载
curl -L -o "S1_Fig.pdf" "https://ndownloader.figshare.com/files/2292450"
curl -L -o "S1_Text.docx" "https://ndownloader.figshare.com/files/2292451"
curl -L -o "S2_Text.docx" "https://ndownloader.figshare.com/files/2292452"
文件清单
S1_Fig.pdf(49.44 KB)S1_Text.docx(119.11 KB)S2_Text.docx(31.37 KB)
文件总体积 199.92 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
The Centers for Disease Control and Prevention (CDC) estimates that 156,300 (95% CI 144,100–165,900) Americans living with HIV in 2012 were unaware of their infection. To increase knowledge of HIV status, CDC guidelines seek to make HIV screening a routine part of medical care. This paper examines how routinely California primary care providers test for HIV and how providers’ knowledge of California’s streamlined testing requirements, use of sexual histories, and having an electronic medical record prompt for HIV testing, relate to test offers.
Methods
We surveyed all ten California health plans offered under health reform’s Insurance Exchange (response rate = 50%) and 322 primary care providers to those plans (response rate = 19%) to assess use of HIV screening and risk assessments.
Results
Only 31.7% of 60 responding providers reported offering HIV tests to all or most new enrollees and only 8.8% offered an HIV test of blood samples all or most of the time despite the California law requiring that providers offer HIV testing of blood samples in primary care settings. Twenty-eight of the 60 providers (46.6%) were unaware that California had reduced barriers to HIV screening by eliminating the requirement for written informed consent and pre-test counseling. HIV screening of new enrollees all or most of the time was reported by 53.1% of the well-informed providers, but only 7.1% of the less informed providers, a difference of 46 percentage points (95% CI: 21.0%—66.5%). Providers who routinely obtained sexual histories were 29 percentage points (95% CI: 0.2%—54.9%) more likely to screen for HIV all or most of the time than those who did not ask sexual histories.
Conclusion
Changing HIV screening requirements is important, but not sufficient to make HIV testing a routine part of medical care. Provider education to increase knowledge about the changed HIV testing requirements could positively impact testing rates.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0139361(source: https://plos.figshare.com/articles/dataset/_Initial_Health_Assessments_and_HIV_Screening_under_the_Affordable_Care_Act_/1559354)。
数据缺失?
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