巴西巴氏涂片检查过度分析(2006-2015)

分析巴西2006至2015年宫颈癌巴氏涂片检查数量,发现有超过20%的检查超出推荐年龄范围,造成巨大经济负担。

NIAID Data Ecosystem
浏览 12
表格Papanicolaou testuterine cervixcervical neoplasiapublic health
Analysis of the Excess of Papanicolaou Tests in Brazil from 2006 to 2015

基本信息

模态
表格
大小
0.004564915 GB
许可
CC BY 4.0
创建/更新时间
2026-10-07
版本
v1

资源简介

巴西巴氏涂片检查过度分析(2006-2015)

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 9 个文件、合计 4.56 MB,主题涵盖 Papanicolaou test、uterine cervix、cervical neoplasia、public health,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《Analysis of the Excess of Papanicolaou Tests in Brazil from 2006 to 2015》。配套论文《Analysis of the Excess of Papanicolaou Tests in Brazil from 2006 to 2015》发表于 Revista Brasileira de Ginecologia e Obstetrícia / RBGO Gynecology and Obstetrics(2022),DOI:10.1055/s-0041-1741407。源站首次发布:2022-06-02。

【数据内容】

源站原始描述:Abstract Objective To analyze the quantity of cervical smears, also designated Papanicolaou tests, between 2006 and 2015 in all the Federal units of Brazil, as well as to verify the quantity of exams collected outside the recommended age range and the economic impact of such excess. Methods The data was collected from the Ministry of Health’s database called Sistema de Informação do Câncer do Colo de Útero (SISCOLO), which contains all the test results collected nationwide by the Unified Health…

【数据结构与技术规格】

文件数 9 个,合计 4.56 MB。数据集 DOI:10.6084/m9.figshare.19962429.v1。

【主题与分类】

源站学科分类:Obstetrics and Gynaecology。主题标签:Papanicolaou test、uterine cervix、cervical neoplasia、public health。

【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/Analysis_of_the_Excess_of_Papanicolaou_Tests_in_Brazil_from_2006_to_2015/19962429

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

规范引用:Fischer, Ana Carolina Pereira; Fischer, Eduardo Augusto Pereira; Vaz, Fernanda Brião; Hoffmann, Júlia (2022). Analysis of the Excess of Papanicolaou Tests in Brazil from 2006 to 2015. SciELO journals. Dataset

【使用注意】

· 源站最后修改于 2023-06-05,引用时请注意版本时效。

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 "6f5bbfc8db5abc12a9311260019cda635339bcdd.tif" "https://ndownloader.figshare.com/files/35531241"
curl -L -o "5d4cb5f9372189314f04d3ccccb83ed6aaa8f19e.png" "https://ndownloader.figshare.com/files/35531244"
curl -L -o "0e780cf9f39e680d4683f741708918630ae65a6a.jpg" "https://ndownloader.figshare.com/files/35531247"
curl -L -o "d34d1b6737d0664be5f3a0f9b5329f4fda30072a.tif" "https://ndownloader.figshare.com/files/35531250"
curl -L -o "bd0b9b1aa0981794bdc308a4fe9958ca4632167a.png" "https://ndownloader.figshare.com/files/35531253"
curl -L -o "8b3b179595325818e87e5b3e6da02a347ffdd749.jpg" "https://ndownloader.figshare.com/files/35531256"
curl -L -o "26482d5e4d36bc6d5a276a8766ef5419ec2dbe79.tif" "https://ndownloader.figshare.com/files/35531259"
curl -L -o "3000dd394dfb3daea509e0db434f2294f2b03705.png" "https://ndownloader.figshare.com/files/35531262"

文件清单

  • 6f5bbfc8db5abc12a9311260019cda635339bcdd.tif(1.51 MB)
  • 5d4cb5f9372189314f04d3ccccb83ed6aaa8f19e.png(177.33 KB)
  • 0e780cf9f39e680d4683f741708918630ae65a6a.jpg(7.72 KB)
  • d34d1b6737d0664be5f3a0f9b5329f4fda30072a.tif(1.45 MB)
  • bd0b9b1aa0981794bdc308a4fe9958ca4632167a.png(125.47 KB)
  • 8b3b179595325818e87e5b3e6da02a347ffdd749.jpg(6.75 KB)
  • 26482d5e4d36bc6d5a276a8766ef5419ec2dbe79.tif(1.19 MB)
  • 3000dd394dfb3daea509e0db434f2294f2b03705.png(92.10 KB)
  • 817fb4a88bf2cd37e74ea91aa73bf0ad2856829e.jpg(6.93 KB)

文件总体积 4.56 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

Abstract Objective To analyze the quantity of cervical smears, also designated Papanicolaou tests, between 2006 and 2015 in all the Federal units of Brazil, as well as to verify the quantity of exams collected outside the recommended age range and the economic impact of such excess. Methods The data was collected from the Ministry of Health’s database called Sistema de Informação do Câncer do Colo de Útero (SISCOLO), which contains all the test results collected nationwide by the Unified Health System (SUS, in the Portuguese acronym). From that, the number of exams and the age range of thewomen who underwent them were analyzed; besides, these numbers were stratified according to the state of where the exam was performed. The quantity of exams collected outside the recommended age range was verified, and, so, the economic impact generated was noted. Results Between 2006and2015, 87,425,549Papanicolaoutestswere collected in Brazil. Of these, 20,215,052 testswere collected outside the age range recommended by the Brazilian Ministry of Health; this number corresponded to 23.12% of all exams. From such data, considering that each Pap smear collected by SUS generates a cost of BRL 7.30 to the government, according to the information in the Tabela SUS dated September 2018, there was a total charge of BRL 147,569,880 for tests collected outside the protocol. Conclusion In Brazil, according to the Ministry of Health’s protocol about the recommended practices on collecting Pap smears, whose newest edition dates of 2016, it is recommended that Pap smears are collected inwomen from a specific age range, inwhom the potential diagnosing advantages overcome the onus of overdiagnosis or of a lesion with great regression potential. However, such protocols have not been correctly followed, promoting more than 20 million tests in excess, and an exorbitant cost for the Brazilian public health system. It is relevant to take measures to correctly use the official protocol, reducing the patients risks, as well as the economic impact for SUS.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.19962429.v1(source: https://scielo.figshare.com/articles/dataset/Analysis_of_the_Excess_of_Papanicolaou_Tests_in_Brazil_from_2006_to_2015/19962429)。

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。

获取专属数据定制方案