所有风湿性心脏病(RHD)筛查研究特征

汇总所有风湿性心脏病(RHD)筛查研究特征的数据集,关联乌干达ADUNU筛查培训项目评估。

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表格xlink "> sixtyxlink "> guidedxlink "> developmentrheumatic heart diseasereceiving final certificationpublic health systempublic health approachone healthcare workersmaterial resources requiredearned full certificationearned conditional certification93 %) continued
Characteristics of all RHD Screening Studies

基本信息

模态
表格
大小
0.000005632 GB
许可
CC BY 4.0
创建/更新时间
2026-10-17
版本
v1

资源简介

所有风湿性心脏病(RHD)筛查研究特征

【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 5.63 KB,主题涵盖 rheumatic heart disease、receiving final certification、public health system、public health approach、one healthcare workers,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《Characteristics of all RHD Screening Studies.》。源站首次发布:2026-03-30。

【数据内容】

源站原始描述:Introduction Echocardiography screening for rheumatic heart disease (RHD) has gained support as a public health approach, but scale up of RHD screening services is complex. We sought to evaluate the effectiveness of a novel training program to build non-expert competency for RHD echocardiography screening within the Uganda public health system and to describe the human and material resources required to support it. Methods Guided by a logic model, we evaluated the Accelerating Delivery of Rheuma…

【数据结构与技术规格】

文件数 1 个,合计 5.63 KB。Table 4.xls:application/vnd.ms-excel,5.63 KB。数据集 DOI:10.1371/journal.pone.0344012.t004。

【主题与分类】

源站学科分类:Medicine、Cell Biology、Biotechnology、Cancer、Science Policy、Infectious Diseases。主题标签:rheumatic heart disease、receiving final certification、public health system、public health approach、one healthcare workers、material resources required、earned full certification、earned conditional certification、93 %) continued、927 community members。

【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/_p_Characteristics_of_all_RHD_Screening_Studies_p_/31892228

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

规范引用:Warren, Paul W.; Wirth, Scott; Pulle, Jafesi; Nakaagayi, Doreen; Akia, Charles Oyoo; Ayaa, Evelyn; et al. (2026). Characteristics of all RHD Screening Studies.. 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。

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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 "Table 4.xls" "https://ndownloader.figshare.com/files/63297182"

文件清单

  • Table 4.xls(5.63 KB)

文件总体积 5.63 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

Introduction
Echocardiography screening for rheumatic heart disease (RHD) has gained support as a public health approach, but scale up of RHD screening services is complex. We sought to evaluate the effectiveness of a novel training program to build non-expert competency for RHD echocardiography screening within the Uganda public health system and to describe the human and material resources required to support it.
Methods
Guided by a logic model, we evaluated the Accelerating Delivery of Rheumatic Heart Disease Prevention in Northern Uganda (ADUNU) Program, a novel RHD control program, 15 months after its implementation within the Ugandan public health care system.
Results
Sixty-one healthcare workers (HCW) across 10 public health facilities started in training under the program, of which 58 (95%) advanced past the initial stage of training and earned conditional certification to screen for RHD with ongoing remote and in-person feedback and oversight. Of these, 17 (29%) completed all stages of training and earned full certification to independently screen for RHD with no ongoing oversight. A total of 17,927 community members were screened through ADUNU during the program’s first 15 months. After receiving final certification, 14 HCWs (93%) continued to perform screening echocardiograms (≥20/month) at median follow-up of 8 months [IQR 8–10]. HCW sensitivity and specificity were 61% and 96%, respectively.
Conclusion
Development and deployment of a large scale RHD screening echocardiography training program within an existing public health system is feasible. Future program iterations are needed to improve HCW screening sensitivity and decrease the reliance on human resources.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0344012.t004(source: https://plos.figshare.com/articles/dataset/_p_Characteristics_of_all_RHD_Screening_Studies_p_/31892228)。

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。

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