设施层面抗逆转录病毒治疗患者状态评估数据表1
基于南非国家实验室队列和诊所管理记录,评估抗逆转录病毒治疗患者保留率和系统级追踪沉默转移的结构化表格数据集。

基本信息
资源简介
设施层面抗逆转录病毒治疗患者状态评估数据表1
【一句话概览】
本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 31.28 KB,主题涵盖 HIV、retention in care、clinic switching、mobility、silent transfers,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《Data_Sheet_1_Assessment of facility-level antiretroviral treatment patient status utilizing a national-level laboratory cohort: Toward an understanding of system-level tracking and clinic switching in South Africa.DOCX》。配套论文《Estimating retention in HIV care accounting for patient transfers: A national laboratory cohort study in South Africa》发表于 PLOS Medicine(2018),DOI:10.1371/journal.pmed.1002589。源站首次发布:2022-12-15。
【数据内容】
源站原始描述:BackgroundMost estimates of HIV retention are derived at the clinic level through antiretroviral (ART) patient management systems, which capture ART clinic visit data, yet these cannot account for silent transfers across HIV treatment sites. Patient laboratory monitoring visits may also be observed in routinely collected laboratory data, which include ART monitoring tests such as CD4 count and HIV viral load, key to our work here. MethodsIn this analysis, we utilized the NHLS National HIV Cohort…
【数据结构与技术规格】
文件数 1 个,合计 31.28 KB。Data_Sheet_1_Assessment of facility-level antiretroviral treatment patient status utilizing a national-level laboratory cohort: Toward an understandin.DOCX:application/vnd.openxmlformats-officedocument.wordprocessingml.document,31.28 KB。数据集 DOI:10.3389/fpubh.2022.959481.s001。
【主题与分类】
源站学科分类:Aboriginal and Torres Strait Islander Health、Aged Health Care、Care for Disabled、Community Child Health、Environmental and Occupational Health and Safety、Epidemiology。主题标签:HIV、retention in care、clinic switching、mobility、silent transfers、misclassification。
【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://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Assessment_of_facility-level_antiretroviral_treatment_patient_status_utilizing_a_national-level_laboratory_cohort_Toward_an_understanding_of_system-level_tracking_and_clinic_switching_in_South_Africa_DOCX/21730934
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Murphy, Joshua P.; Shumba, Khumbo; Jamieson, Lise; Nattey, Cornelius; Pascoe, Sophie; Fox, Matthew P.; et al. (2022). Data_Sheet_1_Assessment of facility-level antiretroviral treatment patient status utilizing a national-level laboratory cohort: Toward an understanding of system-level tracking and c…
【使用注意】
· 源站最后修改于 2023-06-06,引用时请注意版本时效。
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:Data_Sheet_1_Assessment of facility-level antiretroviral treatment patient status utilizing a national-level laboratory cohort: Toward an understanding of system-level tracking and clinic switching in South Africa.DOCX
- DOI:10.3389/fpubh.2022.959481.s001
- 发布日期:2022-12-15
- 文件数:1 个
- 文件总体积:31.28 KB
- 源站页面:https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Assessment_of_facility-level_antiretroviral_treatment_patient_status_utilizing_a_national-level_laboratory_cohort_Toward_an_understanding_of_system-level_tracking_and_clinic_switching_in_South_Africa_DOCX/21730934
命令行下载
curl -L -o "Data_Sheet_1_Assessment of facility-level antiretroviral treatment patient status utilizing a national-level laboratory cohort: Toward an understandin.DOCX" "https://ndownloader.figshare.com/files/38556422"
文件清单
Data_Sheet_1_Assessment of facility-level antiretroviral treatment patient status utilizing a national-level laboratory cohort: Toward an understandin.DOCX(31.28 KB)
文件总体积 31.28 KB(源站 API 实测)。
数据说明
BackgroundMost estimates of HIV retention are derived at the clinic level through antiretroviral (ART) patient management systems, which capture ART clinic visit data, yet these cannot account for silent transfers across HIV treatment sites. Patient laboratory monitoring visits may also be observed in routinely collected laboratory data, which include ART monitoring tests such as CD4 count and HIV viral load, key to our work here.
MethodsIn this analysis, we utilized the NHLS National HIV Cohort (a system-wide viewpoint) to investigate the accuracy of facility-level estimates of retention in care for adult patients accessing care (defined using clinic visit data on patients under ART recorded in an electronic patient management system) at Themba Lethu Clinic (TLC). Furthermore, we describe patterns of facility switching among all patients and those patients classified as lost to follow-up (LTFU) at the facility level.
ResultsOf the 43,538 unique patients in the TLC dataset, we included 20,093 of 25,514 possible patient records (78.8%) in our analysis that were linked with the NHLS National Cohort, and we restricted the analytic sample to patients initiating ART between 1 January 2007 and 31 December 2017. Most (60%) patients were female, and the median age (IQR) at ART initiation was 37 (31–45) years. We found the laboratory records augmented retention estimates by a median of 860 additional active records (about 8% of all median active records across all years) from the facility viewpoint; this augmentation was more noticeable from the system-wide viewpoint, which added evidence of activity of about one-third of total active records in 2017. In 2017, we found 7.0% misclassification at the facility-level viewpoint, a gap which is potentially solvable through data integration/triangulation. We observed 1,134/20,093 (5.6%) silent transfers; these were noticeably more female and younger than the entire dataset. We also report the most common locations for clinic switching at a provincial level.
DiscussionIntegration of multiple data sources has the potential to reduce the misclassification of patients as being lost to care and help understand situations where clini
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.3389/fpubh.2022.959481.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Assessment_of_facility-level_antiretroviral_treatment_patient_status_utilizing_a_national-level_laboratory_cohort_Toward_an_understanding_of_system-level_tracking_and_clinic_switching_in_South_Africa_DOCX/21730934)。
数据缺失?
依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。
⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。




