青少年满意度调查数据
肯尼亚青少年HIV感染者满意度调查及电子病历数据,用于评估标准化病人培训对护理参与的影响。

基本信息
资源简介
青少年满意度调查数据
【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 17.52 KB,主题涵盖 standardized patient actor、global wald test、wave 3 compared、surveyed regarding satisfaction、adjusted prevalence ratio,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《Adolescent satisfaction survey data.》。源站首次发布:2023-04-19。
【数据内容】
源站原始描述:Youth living with HIV (YLHIV) report that negative interactions with health care workers (HCWs) affects willingness to return to care. This stepped wedge randomized trial evaluated effectiveness of a standardized patient actor (SP) HCW training intervention on adolescent engagement in care in Kenya. HCWs caring for YLHIV at 24 clinics received training on adolescent care, values clarification, communication, and motivational interviewing, with 7 SP encounters followed by facilitated feedback of…
主表 pgph.0001765.s003.csv 含 8 列、样本前 926 行结构完整。
【数据结构与技术规格】
文件数 1 个,合计 17.52 KB。pgph.0001765.s003.csv:text/plain,17.52 KB。数据集 DOI:10.1371/journal.pgph.0001765.s003。
【主题与分类】
源站学科分类:Medicine、Biotechnology、Sociology、Biological Sciences not elsewhere classified、Science Policy、Mental Health。主题标签:standardized patient actor、global wald test、wave 3 compared、surveyed regarding satisfaction、adjusted prevalence ratio、training benefits need、simulated patient training、88 – 1、19 – 0、05 – 1。
【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/Adolescent_satisfaction_survey_data_/22659886
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Kohler, Pamela K.; Mugo, Cyrus; Wilson, Kate S.; Moraa, Hellen; Onyango, Alvin; Tapia, Kenneth; et al. (2023). Adolescent satisfaction survey data.. PLOS Global Public Health. Dataset
【使用注意】
· 源站最后修改于 2023-06-21,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:Adolescent satisfaction survey data.
- DOI:10.1371/journal.pgph.0001765.s003
- 发布日期:2023-04-19
- 文件数:1 个
- 文件总体积:17.52 KB
- 源站页面:https://plos.figshare.com/articles/dataset/Adolescent_satisfaction_survey_data_/22659886
命令行下载
curl -L -o "pgph.0001765.s003.csv" "https://ndownloader.figshare.com/files/40223080"
文件清单
pgph.0001765.s003.csv(17.52 KB)
文件总体积 17.52 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
Youth living with HIV (YLHIV) report that negative interactions with health care workers (HCWs) affects willingness to return to care. This stepped wedge randomized trial evaluated effectiveness of a standardized patient actor (SP) HCW training intervention on adolescent engagement in care in Kenya. HCWs caring for YLHIV at 24 clinics received training on adolescent care, values clarification, communication, and motivational interviewing, with 7 SP encounters followed by facilitated feedback of videotaped interactions. Facilities were randomized to timing of the intervention. The primary outcome was defined as return within 3 months after first visit (engagement) among YLHIV who were either newly enrolled or who returned to care after >3 months out of care. Visit data was abstracted from electronic medical records. Generalized linear mixed models adjusted for time, being newly enrolled, and clustering by facility. YLHIV were surveyed regarding satisfaction with care. Overall, 139 HCWs were trained, and medical records were abstracted for 4,595 YLHIV. Median YLHIV age was 21 (IQR 19–23); 82% were female, 77% were newly enrolled in care, and 75% returned within 3 months. Half (54%) of trained HCWs remained at their clinics 9 months post-training. YLHIV engagement improved over time (global Wald test, p = 0.10). In adjusted models, the intervention showed no significant effect on engagement [adjusted Prevalence Ratio (aPR) = 0.95, 95% Confidence Interval (CI): 0.88–1.02]. Newly enrolled YLHIV had significantly higher engagement than those with prior lapses in care (aPR = 1.18, 95%CI: 1.05–1.33). Continuous satisfaction with care scores were significantly higher by wave 3 compared to baseline (coefficient = 0.38, 95%CI: 0.19–0.58). Despite provider skill improvement, there was no effect of SP training on YLHIV engagement in care. This may be due to temporal improvements or turnover of trained HCWs. Strategies to retain SP-training benefits need to address HCW turnover. YLHIV with prior gaps in care may need more intensive support. Registration CT #: NCT02928900. https://clinicaltrials.gov/ct2/show/NCT02928900.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pgph.0001765.s003(source: https://plos.figshare.com/articles/dataset/Adolescent_satisfaction_survey_data_/22659886)。
数据缺失?
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