患者调查数据集

包含莫桑比克HIV感染者满意度调查及临床结局的表格数据集,用于分析满意度与保留护理和病毒抑制的关系。

Figshare
2024-04-18 更新
浏览 18
表格分类zamb &amp;# 233xlink "> strategiesspearman &amp;# 8217regression analyses assessed71 &amp;# 821152 &amp;# 8211xlink "> dataoverall satisfaction score63 &amp;# 8211mozambique </ pincreased time spentimprove patient satisfaction
Dataset of patient survey.

基本信息

模态
表格
大小
0.001359102 GB
任务类型
分类
许可
CC BY 4.0
创建/更新时间
2024-04-18
版本
v1

资源简介

患者调查数据集

【数据集背景】

本数据集源站标题为《Dataset of patient survey.》。源站首次发布:2024-04-18。

【数据内容】

源站原始描述:Introduction Patient satisfaction with clinical services can have an effect on retention in HIV care and adherence to antiretroviral therapy. This study assessed patient satisfaction and its association with retention and viral suppression in Zambézia Province, Mozambique. Methods Monthly exit interviews with persons living with HIV were completed from August 2017-January 2019 in 20 health facilities; clinical data were extracted from medical records. Regression analyses assessed the effect of s…

主表 pone.0299282.s006.csv 含 51 列、样本前 2000 行结构完整。

【数据结构与技术规格】

文件数 1 个,合计 1.36 MB。pone.0299282.s006.csv:application/csv,1.36 MB。数据集 DOI:10.1371/journal.pone.0299282.s006。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Biological Sciences not elsewhere classified、Cancer、Science Policy、Infectious Diseases。主题标签:zamb &amp;# 233、xlink "> strategies、spearman &amp;# 8217、regression analyses assessed、71 &amp;# 8211、52 &amp;# 8211、xlink "> data、overall satisfaction score、63 &amp;# 8211、mozambique </ p。

【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。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/Dataset_of_patient_survey_/25641868

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

规范引用:De Schacht, Caroline; Amorim, Gustavo; Calvo, Lázaro; Ntasis, Efthymios; Van Rompaey, Sara; Matsimbe, Julieta; et al. (2024). Dataset of patient survey.. PLOS ONE. Dataset

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

帮我联系

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 "pone.0299282.s006.csv" "https://ndownloader.figshare.com/files/45740074"

文件清单

  • pone.0299282.s006.csv(1.36 MB)

文件总体积 1.36 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

Introduction
Patient satisfaction with clinical services can have an effect on retention in HIV care and adherence to antiretroviral therapy. This study assessed patient satisfaction and its association with retention and viral suppression in Zambézia Province, Mozambique.
Methods
Monthly exit interviews with persons living with HIV were completed from August 2017-January 2019 in 20 health facilities; clinical data were extracted from medical records. Regression analyses assessed the effect of satisfaction scores on retention and viral suppression, adjusting for age, sex, education, civil status, time on treatment, and site. Satisfaction scores were correlated with time spent at health facilities using generalized linear regression models.
Results
Data from 4388 patients were analyzed. Overall median satisfaction score was 75% (IQR 53%-84%); median time spent at facilities (from arrival until completion of clinical services) was 2h54min (IQR 1h48min-4h). Overall satisfaction score was not associated with higher odds of retention or viral suppression, but association was seen between satisfaction regarding attention given to patient and respect and higher odds of viral suppression. Patient satisfaction was negatively associated with time spent in facility (Spearman’s correlation -0.63). Increased time spent at facility (from 1 to 3 hours) was not associated with lower retention in care (OR 0.72 [95%CI:0.52–1.01] and 0.83 [95%CI: 0.63–1.09] at 6- and 12-months, respectively), nor with a lower odds of viral suppression (OR 0.96 [95%CI: 0.71–1.32]).
Conclusions
Strategies to reduce patient wait times at the health facility warrant continued prioritization. Differentiated models of care have helped considerably, but novel approaches are still needed to further decongest crowded health facilities. In addition, a good client-provider communication and positive attitude can improve patient satisfaction with health services, with an overall improved retention.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0299282.s006(source: https://plos.figshare.com/articles/dataset/Dataset_of_patient_survey_/25641868)。

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。

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