里约热内卢市宫颈细胞病理学检查外部质量监测
里约热内卢市宫颈细胞病理学检查外部质量监测数据集,包含两家实验室的检查结果和一致性分析数据。

基本信息
资源简介
里约热内卢市宫颈细胞病理学检查外部质量监测
【数据集背景】
本数据集源站标题为《External Quality Monitoring of the Cervical Cytopathological Exams in the Rio de Janeiro City》。配套论文《External Quality Monitoring of the Cervical Cytopathological Exams in the Rio de Janeiro City》发表于 Revista Brasileira de Ginecologia e Obstetrícia / RBGO Gynecology and Obstetrics(2018),DOI:10.1055/s-0038-1657755。源站首次发布:2018-08-29。
【数据内容】
源站原始描述:Abstract Objective To discuss the implementation and contributions of the External Quality Monitoring in the city of Rio de Janeiro and to analyze the performance of the main providers of cervical cytopathology in this city from September 2013 to March 2017, here referred to as “Alpha laboratory” and “Beta laboratory.” Methods Observational, cross-sectional, retrospective study using information from the Cervical Cancer Control Information System (SISCOLO, in the Portuguese acronym), municipal c…
【数据结构与技术规格】
文件数 5 个,合计 120.64 KB。数据集 DOI:10.6084/m9.figshare.7020035.v1。
【主题与分类】
源站学科分类:Obstetrics and Gynaecology。主题标签:quality control、cytodiagnosis、uterine cervical neoplasms、mass screening。
【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://scielo.figshare.com/articles/dataset/External_Quality_Monitoring_of_the_Cervical_Cytopathological_Exams_in_the_Rio_de_Janeiro_City/7020035
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Rocha, Vânia Stiepanowez de Oliveira; Malfacini, Solange da Silva; Gomes, Alex Moreira; Rocha, Cláudia Ramos Marques da (2018). External Quality Monitoring of the Cervical Cytopathological Exams in the Rio de Janeiro City. SciELO journals. Dataset
【使用注意】
· 源站最后修改于 2023-06-01,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:External Quality Monitoring of the Cervical Cytopathological Exams in the Rio de Janeiro City
- DOI:10.6084/m9.figshare.7020035.v1
- 发布日期:2018-08-29
- 文件数:5 个
- 文件总体积:120.64 KB
- 源站页面:https://scielo.figshare.com/articles/dataset/External_Quality_Monitoring_of_the_Cervical_Cytopathological_Exams_in_the_Rio_de_Janeiro_City/7020035
命令行下载
curl -L -o "0100-7203-rbgo-40-06-00338-gf1.jpg" "https://ndownloader.figshare.com/files/12899399"
curl -L -o "0100-7203-rbgo-40-06-00338-gf2.jpg" "https://ndownloader.figshare.com/files/12899402"
curl -L -o "Table_1.xls" "https://ndownloader.figshare.com/files/12899405"
curl -L -o "Table_2.xls" "https://ndownloader.figshare.com/files/12899408"
curl -L -o "Table_3.xls" "https://ndownloader.figshare.com/files/12899411"
文件清单
0100-7203-rbgo-40-06-00338-gf1.jpg(52.06 KB)0100-7203-rbgo-40-06-00338-gf2.jpg(51.68 KB)Table_1.xls(5.63 KB)Table_2.xls(5.63 KB)Table_3.xls(5.63 KB)
文件总体积 120.64 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
Abstract Objective To discuss the implementation and contributions of the External Quality Monitoring in the city of Rio de Janeiro and to analyze the performance of the main providers of cervical cytopathology in this city from September 2013 to March 2017, here referred to as “Alpha laboratory” and “Beta laboratory.” Methods Observational, cross-sectional, retrospective study using information from the Cervical Cancer Control Information System (SISCOLO, in the Portuguese acronym), municipal coordinationmodule, External QualityMonitoring report. The proportions of false positives, false negatives, unsatisfactory samples and rejected samples were estimated. The agreement among the observers was analyzed through the Kappa index and the reduction of disagreements in the period for each laboratory studied, comparing the results of each cycle. Results A total of 19,158 examinations were selected, of which 19,130 (99.85%) were monitored, 16.649 (87, 03%) were reviewed by the External Quality Monitoring Unit, 2,481 (12,97%) were rejected and 441 (2,65%) were considered unsatisfactory. The “Beta laboratory” presented excellent concordance in all cycles; the “Alpha laboratory” had good concordance in the first two cycles (K = 0.76 and 0.79), becoming excellent in the following four cycles. The average Kappa index was 0.85, with median of 0.86. The percentage of diagnostic disagreement was 6.63% of the reviewed exams, of which 5.38% required a change of conduct Conclusion External Quality Monitoring is an exercise in diagnostic improvement, and its implementation was fundamental to ensure the reliability of the cytopathological exams in the city of Rio de Janeiro.
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.7020035.v1(source: https://scielo.figshare.com/articles/dataset/External_Quality_Monitoring_of_the_Cervical_Cytopathological_Exams_in_the_Rio_de_Janeiro_City/7020035)。
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。




