2014-2019年客户重复HIV检测次数数据集
加纳2014-2019年HIV客户重复检测次数及相关特征的横断面研究数据集,包含11,145名参与者信息,用于评估重复检测对阳性率估计和诊疗衔接的影响。

基本信息
资源简介
2014-2019年客户重复HIV检测次数数据集
【数据集背景】
本数据集源站标题为《Number of times clients retested, 2014–2019.》。源站首次发布:2025-02-21。
【数据内容】
源站原始描述:Introduction Ghana is working towards achieving the 95-95-95 targets for its HIV response. One challenge has been low linkage to care rates, possibly due to high rates of retesting among people living with HIV who are already aware of their status. This leads to an overestimation of the first 95 and a subsequent underestimation of the second 95. This study aimed to measure the prevalence of HIV retesting among PLHIV in Ghana who are already aware of their status and to explore their reasons for…
【数据结构与技术规格】
文件数 1 个,合计 9.73 KB。Table 5.xls:application/vnd.ms-excel,9.73 KB。数据集 DOI:10.1371/journal.pone.0316915.t005。
【主题与分类】
源站学科分类:Medicine、Neuroscience、Biotechnology、Cancer、Science Policy、Mental Health。主题标签:three ecological zones、past six years、hts sites decreased、focus group discussions、country &# 8217、49 &# 8211、35 &# 8211、determined proportionally based、bringing ghana closer、hiv testing services。
【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/Number_of_times_clients_retested_2014_2019_/28461326
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Adu-Gyamfi, Raphael; Addo, Stephen Ayisi; Baddoo, Nyonuku Akosua; Kenu, Ernest; Ashinyo, Anthony; Owusu, Kwadwo Koduah; et al. (2025). Number of times clients retested, 2014–2019.. PLOS ONE. Dataset
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:Number of times clients retested, 2014–2019.
- DOI:10.1371/journal.pone.0316915.t005
- 发布日期:2025-02-21
- 文件数:1 个
- 文件总体积:9.73 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Number_of_times_clients_retested_2014_2019_/28461326
命令行下载
curl -L -o "Table 5.xls" "https://ndownloader.figshare.com/files/52531715"
文件清单
Table 5.xls(9.73 KB)
文件总体积 9.73 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
Introduction
Ghana is working towards achieving the 95-95-95 targets for its HIV response. One challenge has been low linkage to care rates, possibly due to high rates of retesting among people living with HIV who are already aware of their status. This leads to an overestimation of the first 95 and a subsequent underestimation of the second 95. This study aimed to measure the prevalence of HIV retesting among PLHIV in Ghana who are already aware of their status and to explore their reasons for retesting.
Methods
This was a facility-based cross-sectional study conducted in the three ecological zones of Ghana. A total of 11,145 individuals from 30 ART centres and 90 HTS centres participated. The sample size for each zone was determined proportionally based on the number of people enrolled in ART. A profiling tool was used to assess testing behaviours among clients visiting HTS sites linked to ART clinics. Focus group discussions were also conducted with clients and health workers to gather their perceptions of reasons for retesting.
Results
Participants were predominantly female (74.3%; 8,285/11,145), with a median age (interquartile range) of 43.0 (35–52). The prevalence of retesting among ART clients was 32.9% [95% CI: 0.32–0.34] (3,670/11,145). Among those who retested, the majority did so twice (2,041; 55.6%). Of the clients who tested positive for HIV during the study period, 53.1% (43/835; 95% CI: 0.49–0.57) had a previous HIV diagnosis. Adjusting for retesting, the positivity rate at HTS sites decreased from 8.4% to 4.1%. Key reasons for retesting included the desire to confirm diagnosis, denial and doubt regarding test results, retesting required due to documentation issues, and religious beliefs.
Conclusion
The prevalence of retesting over the past six years was found to be high, resulting in an overestimation of HIV positivity rates and affecting linkage to care. Implementing interventions to accurately account for retesting instances may improve data accuracy and the country’s linkage to care rate, bringing Ghana closer to achieving the 95-95-95 targets.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0316915.t005(source: https://plos.figshare.com/articles/dataset/Number_of_times_clients_retested_2014_2019_/28461326)。
数据缺失?
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