非洲医疗保健提供者巴氏涂片筛查依从性因素数据集
一项系统综述和Meta总结,分析影响非洲医疗保健提供者遵循巴氏涂片筛查指南的因素,涵盖2045名个体,识别出知识缺乏、疏忽、心理、时间成本、基础设施等六大障碍。

基本信息
资源简介
非洲医疗保健提供者巴氏涂片筛查依从性因素数据集
【数据集背景】
本数据集源站标题为《Factors Affecting Compliance with Clinical Practice Guidelines for Pap Smear Screening among Healthcare Providers in Africa: Systematic Review and Meta-Summary of 2045 Individuals》。配套论文《Factors Affecting Compliance with Clinical Practice Guidelines for Pap Smear Screening among Healthcare Providers in Africa: Systematic Review and Meta-Summary of 2045 Individuals》发表于 PLoS ONE(2013),DOI:10.1371/journal.pone.0072712。源站首次发布:2013-09-12。
【数据内容】
源站原始描述:Background Although the importance of the Pap smear in reducing cancer incidence and mortality is known, many countries in Africa have not initiated yet widespread national cervical cancer screening programs. The World Health Organization (WHO) has published Clinical Practice Guidelines (CPGs) on cervical cancer screening in developing countries; however, there is a gap between expectations and clinical performance. Thus, the aim of this study was to conduct a systematic review and meta-summary…
【数据结构与技术规格】
文件数 3 个,合计 138.78 KB。File_S1.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,22.41 KB。Table_S1.doc:application/msword,64.00 KB。Table_S2.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,52.38 KB。数据集 DOI:10.1371/journal.pone.0072712。
【主题与分类】
源站学科分类:Biological Sciences、Science Policy。主题标签:affecting、guidelines、pap、smear、healthcare、providers、systematic、meta-summary、2045。
【适用方向】
文本类数据可用于医学自然语言处理,如命名实体识别、信息抽取与文本分类。
【获取与许可】
源站页面:https://plos.figshare.com/articles/dataset/_Factors_Affecting_Compliance_with_Clinical_Practice_Guidelines_for_Pap_Smear_Screening_among_Healthcare_Providers_in_Africa_Systematic_Review_and_Meta_Summary_of_2045_Individuals_/798532
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Asonganyi, Etienne; Vaghasia, Meenakshi; Rodrigues, Clarissa; Phadtare, Amruta; Ford, Anne; Pietrobon, Ricardo; et al. (2016). Factors Affecting Compliance with Clinical Practice Guidelines for Pap Smear Screening among Healthcare Providers in Africa: Systematic Review and Meta-Summary of 2045 Indiv…
【使用注意】
· 源站最后修改于 2023-05-30,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:Factors Affecting Compliance with Clinical Practice Guidelines for Pap Smear Screening among Healthcare Providers in Africa: Systematic Review and Meta-Summary of 2045 Individuals
- DOI:10.1371/journal.pone.0072712
- 发布日期:2013-09-12
- 文件数:3 个
- 文件总体积:138.78 KB
- 源站页面:https://plos.figshare.com/articles/dataset/_Factors_Affecting_Compliance_with_Clinical_Practice_Guidelines_for_Pap_Smear_Screening_among_Healthcare_Providers_in_Africa_Systematic_Review_and_Meta_Summary_of_2045_Individuals_/798532
命令行下载
curl -L -o "File_S1.docx" "https://ndownloader.figshare.com/files/1203236"
curl -L -o "Table_S1.doc" "https://ndownloader.figshare.com/files/1203237"
curl -L -o "Table_S2.docx" "https://ndownloader.figshare.com/files/1203238"
文件清单
File_S1.docx(22.41 KB)Table_S1.doc(64.00 KB)Table_S2.docx(52.38 KB)
文件总体积 138.78 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
Background
Although the importance of the Pap smear in reducing cancer incidence and mortality is known, many countries in Africa have not initiated yet widespread national cervical cancer screening programs. The World Health Organization (WHO) has published Clinical Practice Guidelines (CPGs) on cervical cancer screening in developing countries; however, there is a gap between expectations and clinical performance. Thus, the aim of this study was to conduct a systematic review and meta-summary to identify factors affecting compliance with CPGs for Pap screening among healthcare providers in Africa.
Methods
And Findings: MEDLINE, Scirus, Opengate and EMBASE databases were searched in January 2012. Studies involving medical personnel practicing in Africa, whose outcome measured any factors that affect medical personnel from using a Pap smear to screen for cervical cancer, were included. Two reviewers independently evaluated titles and abstracts, then full-texts, extracted data and assessed quality of the included studies. A descriptive analysis of the included studies was conducted. We calculated Frequency effect sizes (FES) for each finding and Intensity effect sizes (IES) for each article to represent their magnitudes in the analyses. Of 1011 studies retrieved, 11 studies were included (2045 individuals). Six different themes related to the factors affecting compliance with CPGs were identified: Insufficient Knowledge/Lack of awareness (FES = 82%), Negligence/Misbeliefs (FES = 82%), Psychological Reasons (FES = 73%), Time/Cost Constraint (FES = 36%), Insufficient infrastructure/training (FES = 45%) and also no reason given (FES = 36%). IES for articles ranged between 33 and 83%.
Conclusions
These results suggest that prevention initiatives should be comprehensive to include education and resources needs assessments and improvement, Pap smear test training, strategies on costing, and practitioner time studies.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.1371/journal.pone.0072712(source: https://plos.figshare.com/articles/dataset/_Factors_Affecting_Compliance_with_Clinical_Practice_Guidelines_for_Pap_Smear_Screening_among_Healthcare_Providers_in_Africa_Systematic_Review_and_Meta_Summary_of_2045_Individuals_/798532)。
数据缺失?
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