莫桑比克抗逆转录病毒治疗推广至外围机构后报告保留率的有效性:回顾性全国队列分析结果

莫桑比克全国性抗逆转录病毒治疗保留率回顾性队列数据,包含1937名患者12个月结局及预测因素,用于评估EPTS系统的影响。

Figshare
2018-06-21 更新
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表格Total attrition rateAHRpopulation size sampling strategy12- month incidenceART adherence support groupsPY12 monthsClinical stage IIIcohort analysis Background Retentionadherence support groups12- month retention12- month retention rate
Validity of reported retention in antiretroviral therapy after roll-out to peripheral facilities in Mozambique: Results of a retrospective national cohort analysis

基本信息

模态
表格
大小
0.029841186 GB
许可
CC BY 4.0
创建/更新时间
2018-06-21
版本
v1

资源简介

莫桑比克抗逆转录病毒治疗推广至外围机构后报告保留率的有效性:回顾性全国队列分析结果

【数据集背景】

本数据集源站标题为《Validity of reported retention in antiretroviral therapy after roll-out to peripheral facilities in Mozambique: Results of a retrospective national cohort analysis》。配套论文《Validity of reported retention in antiretroviral therapy after roll-out to peripheral facilities in Mozambique: Results of a retrospective national cohort analysis》发表于 PLOS ONE(2018),DOI:10.1371/journal.pone.0198916。源站首次发布:2018-06-21。

【数据内容】

源站原始描述:Background Retention in anti-retroviral therapy (ART) presents a challenge in sub-Saharan Africa. In Mozambique, after roll-out to peripheral facilities, the 12-month retention rate was reported mostly from sites with an electronic patient tracking system (EPTS), representing only 65% of patients. We conducted a nationally representative study, compared 12-month retention at EPTS and non-EPTS sites, and its predictors. Methods Applying a proportionate to population size sampling strategy, we obt…

【数据结构与技术规格】

文件数 2 个,合计 29.84 MB。pone.0198916.s001.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,13.60 KB。数据集 DOI:10.1371/journal.pone.0198916。

【主题与分类】

源站学科分类:Biochemistry、Medicine、Cell Biology、Molecular Biology、Biotechnology、Ecology。主题标签:multivariate cox-proportional hazard models、Total attrition rate、AHR、population size sampling strategy、12- month incidence、ART adherence support groups、PY、12 months、Clinical stage III、cohort analysis Background Retention。

【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/Validity_of_reported_retention_in_antiretroviral_therapy_after_roll-out_to_peripheral_facilities_in_Mozambique_Results_of_a_retrospective_national_cohort_analysis/6637790

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

规范引用:Lafort, Yves; Couto, Aleny; Sunderbrink, Ute; Hoek, Roxanne; Shargie, Estifanos; Zhao, Jinkou; et al. (2018). Validity of reported retention in antiretroviral therapy after roll-out to peripheral facilities in Mozambique: Results of a retrospective national cohort analysis. PLOS ONE. Dataset

【使用注意】

· 源站最后修改于 2023-06-09,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 "pone.0198916.s001.docx" "https://ndownloader.figshare.com/files/12153542"
curl -L -o "pone.0198916.s002.xls" "https://ndownloader.figshare.com/files/12153548"

文件清单

  • pone.0198916.s001.docx(13.60 KB)
  • pone.0198916.s002.xls(29.83 MB)

文件总体积 29.84 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
Retention in anti-retroviral therapy (ART) presents a challenge in sub-Saharan Africa. In Mozambique, after roll-out to peripheral facilities, the 12-month retention rate was reported mostly from sites with an electronic patient tracking system (EPTS), representing only 65% of patients. We conducted a nationally representative study, compared 12-month retention at EPTS and non-EPTS sites, and its predictors.
Methods
Applying a proportionate to population size sampling strategy, we obtained a nationally representative sample of patients who initiated ART between January 2013 and June 2014. We calculated weighted proportions of the patients’ status at 12 months after ART initiation, and 12-month incidence of lost to follow-up (LTFU) and death. We assessed determinants of LTFU and death by calculating adjusted hazard ratios (AHR) through multivariate cox-proportional hazard models.
Results
Among 19,297 patients sampled, 54.3% were still active, 33.1% LTFU, 2.0% dead, 2.6% transferred-out and 8.0% had unknown status, 12 months after ART initiation. Total attrition rate (LTFU or dead) was 45.5/100PY, higher at facilities without EPTS (51.8/100PY) than with EPTS (37.7/100PY). Clinical stage IV (AHR = 1.7), CD4 count ≤150 (AHR = 1.3) and being pregnant (AHR = 1.6) were significantly associated with LTFU. Clinical stage III or IV (AHR = 2.1 and 3.8), CD4 count ≤150 (AHR = 3.0), not being pregnant (AHR = 3.0), and ART regimens with stavudine (AHR = 4.28) were significantly associated with deaths. Patients enrolled in adherence support groups were 4.6 times less likely to be LTFU, but the number (n = 174) was too small to be significant (p = 0.273).
Conclusion
Retention in ART was substantially lower at non-EPTS sites. EPTS should be expanded to all ART sites to facilitate comprehensive routine monitoring of retention in care. Retention in Mozambique is low and needs to be improved, especially among pregnant women and patients with advanced disease at ART initiation. The effect of ART adherence support groups needs to be further monitored.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0198916(source: https://plos.figshare.com/articles/dataset/Validity_of_reported_retention_in_antiretroviral_therapy_after_roll-out_to_peripheral_facilities_in_Mozambique_Results_of_a_retrospective_national_cohort_analysis/6637790)。

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