任务转移常规住院儿科HIV检测改善马拉维城市项目结果:一项回顾性观察研究

该数据集包含马拉维城市医院儿科住院患者HIV检测的回顾性观察数据,评估两种任务转移模型对检测覆盖率、接受率及治疗入组效果的影响。

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Task Shifting Routine Inpatient Pediatric HIV Testing Improves Program Outcomes in Urban Malawi: A Retrospective Observational Study

基本信息

模态
表格
大小
0.096470498 GB
许可
CC BY 4.0
创建/更新时间
2026-10-08
版本
v1

资源简介

任务转移常规住院儿科HIV检测改善马拉维城市项目结果:一项回顾性观察研究

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 14 个文件、合计 96.47 MB,主题涵盖 shifting、inpatient、pediatric、hiv、improves,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《Task Shifting Routine Inpatient Pediatric HIV Testing Improves Program Outcomes in Urban Malawi: A Retrospective Observational Study》。配套论文《Task Shifting Routine Inpatient Pediatric HIV Testing Improves Program Outcomes in Urban Malawi: A Retrospective Observational Study》发表于 PLoS ONE(2010),DOI:10.1371/journal.pone.0009626。源站首次发布:2010-03-10。

【数据内容】

源站原始描述:Background This study evaluated two models of routine HIV testing of hospitalized children in a high HIV-prevalence resource-constrained African setting. Both models incorporated “task shifting,” or the allocation of tasks to the least-costly, capable health worker. Methods and Findings Two models were piloted for three months each within the pediatric department of a referral hospital in Lilongwe, Malawi between January 1 and June 30, 2008. Model 1 utilized lay counselors for HIV testing instea…

【数据结构与技术规格】

文件数 14 个,合计 96.47 MB。Text_S2.tif:image/tiff,357.47 KB。Text_S3.tif:image/tiff,167.22 KB。数据集 DOI:10.1371/journal.pone.0009626。

【主题与分类】

源站学科分类:Biological Sciences、Medicine、Cancer、Neuroscience。主题标签:shifting、inpatient、pediatric、hiv、improves、outcomes、retrospective、observational。

【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/Task_Shifting_Routine_Inpatient_Pediatric_HIV_Testing_Improves_Program_Outcomes_in_Urban_Malawi_A_Retrospective_Observational_Study/144512

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

规范引用:D. McCollum, Eric; A. Preidis, Geoffrey; M. Kabue, Mark; B. M. Singogo, Emmanuel; Mwansambo, Charles; N. Kazembe, Peter; et al. (2016). Task Shifting Routine Inpatient Pediatric HIV Testing Improves Program Outcomes in Urban Malawi: A Retrospective Observational Study. PLOS ONE. Dataset

【使用注意】

· 源站最后修改于 2023-06-08,引用时请注意版本时效。

官方服务

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⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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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。

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)

命令行下载

curl -L -o "Text_S1.tif" "https://ndownloader.figshare.com/files/428050"
curl -L -o "Text_S2.tif" "https://ndownloader.figshare.com/files/428122"
curl -L -o "Text_S3.tif" "https://ndownloader.figshare.com/files/428151"
curl -L -o "Text_S4.tif" "https://ndownloader.figshare.com/files/428176"
curl -L -o "Text_S5.tif" "https://ndownloader.figshare.com/files/428227"
curl -L -o "Text_S6.tif" "https://ndownloader.figshare.com/files/428261"
curl -L -o "Text_S7.tif" "https://ndownloader.figshare.com/files/428301"
curl -L -o "Text_S8.tif" "https://ndownloader.figshare.com/files/428342"

文件清单

  • Text_S1.tif(6.63 MB)
  • Text_S2.tif(357.47 KB)
  • Text_S3.tif(167.22 KB)
  • Text_S4.tif(11.13 MB)
  • Text_S5.tif(10.71 MB)
  • Text_S6.tif(10.18 MB)
  • Text_S7.tif(8.83 MB)
  • Text_S8.tif(8.19 MB)
  • Text_S9.tif(8.96 MB)
  • Text_S10.tif(9.05 MB)
  • Text_S11.tif(7.54 MB)
  • Text_S12.tif(626.67 KB)
  • Text_S13.tif(8.27 MB)
  • Text_S14.tif(5.81 MB)

文件总体积 96.47 MB(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
This study evaluated two models of routine HIV testing of hospitalized children in a high HIV-prevalence resource-constrained African setting. Both models incorporated “task shifting,” or the allocation of tasks to the least-costly, capable health worker.
Methods and Findings
Two models were piloted for three months each within the pediatric department of a referral hospital in Lilongwe, Malawi between January 1 and June 30, 2008. Model 1 utilized lay counselors for HIV testing instead of nurses and clinicians. Model 2 further shifted program flow and advocacy responsibilities from counselors to volunteer parents of HIV-infected children, called “patient escorts.” A retrospective review of data from 6318 hospitalized children offered HIV testing between January-December 2008 was conducted. The pilot quarters of Model 1 and Model 2 were compared, with Model 2 selected to continue after the pilot period. There was a 2-fold increase in patients offered HIV testing with Model 2 compared with Model 1 (43.1% vs 19.9%, pConclusions/Significance
The strategy presented here, task shifting from lay counselors alone to lay counselors and patient escorts, greatly improved program outcomes while only marginally increasing operational costs. The wider implementation of this strategy could accelerate pediatric HIV care access in high-prevalence settings.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0009626(source: https://plos.figshare.com/articles/dataset/Task_Shifting_Routine_Inpatient_Pediatric_HIV_Testing_Improves_Program_Outcomes_in_Urban_Malawi_A_Retrospective_Observational_Study/144512)。

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