HIV感染诊断测试性能评估数据集

基于1385份样本,对比HIV快速检测与传统实验室检测性能的表格数据集。

SciELO journalsSciELO journals
DataCite Commons
2021-03-24 更新
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表格HIV antibodiesimmunoassaypoint-of-care testingtransgender personsviral loadseroconversion
Performance evaluation of HIV infection diagnostic tests

基本信息

模态
表格
大小
0.000011264 GB
许可
CC BY 4.0
创建/更新时间
2021-03-24
版本
v1

资源简介

HIV感染诊断测试性能评估数据集

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 2 个文件、合计 11.26 KB,主题涵盖 HIV antibodies、immunoassay、point-of-care testing、transgender persons、viral load,可用于统计建模、特征工程与队列分析,CC BY 4.0 许可开放获取。

【数据集背景】

本数据集源站标题为《Performance evaluation of HIV infection diagnostic tests》。配套论文《Performance evaluation of HIV infection diagnostic tests》发表于 Jornal Brasileiro de Patologia e Medicina Laboratorial(2020),DOI:10.5935/1676-2444.20200024。源站首次发布:2021-03-24。

【数据内容】

源站原始描述:ABSTRACT Introduction: Many factors can impact the performance of diagnostic assays for the human immunodeficiency virus (HIV) infection, affecting the results of population surveys. Objective: The objective of this study was to evaluate the performance of point-of-care rapid tests (RT) used for HIV diagnosis as compared to conventional tests in blood samples from a population of transvestites and transsexual women. Methods: A total of 1,385 samples with HIV RT results were submitted to Institut…

【数据结构与技术规格】

文件数 2 个,合计 11.26 KB。数据集 DOI:10.6084/m9.figshare.14286257.v1。

【主题与分类】

源站学科分类:Medicine、Pathology、Medical Biotechnology not elsewhere classified。主题标签:HIV antibodies、immunoassay、point-of-care testing、transgender persons、viral load、seroconversion。

【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://scielo.figshare.com/articles/dataset/Performance_evaluation_of_HIV_infection_diagnostic_tests/14286257

使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。

规范引用:Castejon, Márcia Jorge; Yamashiro, Rosemeire; Oliveira, Carmem Aparecida F; Mata, Evelyn Helena A; Brígido, Luís Fernando M; Guimarães, Mark Drew C; et al. (2020). Performance evaluation of HIV infection diagnostic tests. SciELO journals. 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。

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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。

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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)

命令行下载

curl -L -o "Table_1.xls" "https://ndownloader.figshare.com/files/27146120"
curl -L -o "Table_2.xls" "https://ndownloader.figshare.com/files/27146123"

文件清单

  • Table_1.xls(5.63 KB)
  • Table_2.xls(5.63 KB)

文件总体积 11.26 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

ABSTRACT Introduction: Many factors can impact the performance of diagnostic assays for the human immunodeficiency virus (HIV) infection, affecting the results of population surveys. Objective: The objective of this study was to evaluate the performance of point-of-care rapid tests (RT) used for HIV diagnosis as compared to conventional tests in blood samples from a population of transvestites and transsexual women. Methods: A total of 1,385 samples with HIV RT results were submitted to Instituto Adolfo Lutz for evaluation by conventional laboratory tests. Results: HIV positivity was confirmed by conventional laboratory tests in 100% of the 240 (17.3%) samples with reactive RT. However, 1,145 (82.7%) samples with non-reactive RT results were evaluated; three (0.3%) tested positive and one (0.1%), indeterminate for HIV. Although a proportion of discordant results were found, the point-of-care RTs showed a high confirmation rate when compared to the serological tests. Conclusion: The data of this study corroborate the importance of adopting effective management tools to ensure quality of HIV infection diagnosis.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.14286257.v1(source: https://scielo.figshare.com/articles/dataset/Performance_evaluation_of_HIV_infection_diagnostic_tests/14286257)。

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