去标识化研究数据集

数据集获取（Figshare）

• 源站标题：De-identified study dataset.
• DOI：10.1371/journal.pone.0331201.s002
• 发布日期：2025-09-02
• 文件数：1 个
• 文件总体积：80.31 KB
• 源站页面：https://plos.figshare.com/articles/dataset/De-identified_study_dataset_/30034073

命令行下载

curl -L -o "pone.0331201.s002.csv" "https://ndownloader.figshare.com/files/57598460"

文件清单

• pone.0331201.s002.csv（80.31 KB）

文件总体积 80.31 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
HIV-related stigma among healthcare providers remains a significant barrier to effective HIV care and treatment. This study aimed to assess HIV-related stigma and associated factors among healthcare providers in primary healthcare clinics (PHCs) in Almaty, Kazakhstan.
Methods
A mixed-methods design was employed, involving quantitative surveys and qualitative in-depth interviews. Eight PHCs were randomly selected, and 448 healthcare providers participated in the survey. The cross-sectional surveys took place at the PHCs between May 2, 2019, and July 2, 2019. The sample size was predetermined statistically with a 2.5% precision using a 95% confidence level. For the qualitative component, 10 participants were chosen for in-depth interviews. Descriptive statistics, bivariate analysis, and multivariable logistic regression models were performed for quantitative data analysis. Qualitative data were analyzed through manual thematic analysis.
Results
The study revealed high levels of HIV-related stigma, with 87% of respondents agreeing with at least one stigmatizing statement about people living with HIV (PLHIV). Fear of HIV infection was also prevalent, with 85% of healthcare providers expressing some level of concern about contracting HIV during medical procedures. Logistic regression analysis indicated that longer years of work in healthcare were protective against stigmatizing opinions (Adjusted Odds Ratio (AOR)=0.25; 95% Confidence Interval (95%CI)=0.09,0.67; p = 0.006), while not having seen a patient living with HIV in the last 12 months was associated with higher stigma (AOR = 3.31; 95%CI = 1.73, 6.31; p Conclusions
The study demonstrates significant HIV-related stigma among healthcare providers in Almaty PHCs, influenced by a lack of exposure to PLHIV and specific socio-demographic factors. These findings underscore the need for targeted interventions to reduce stigma and enhance HIV care in Kazakhstan.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0331201.s002（source: https://plos.figshare.com/articles/dataset/De-identified_study_dataset_/30034073）。