巴西国家医疗保健机构注册中心数据集

数据集获取（Figshare）

• 源站标题：Brazilian National Registry of Healthcare Establishments as a tool for the analysis of decentralization of tuberculosis treatment to basic care services
• DOI：10.6084/m9.figshare.7562591.v1
• 发布日期：2019-01-09
• 文件数：5 个
• 文件总体积：1.45 MB
• 源站页面：https://scielo.figshare.com/articles/dataset/Brazilian_National_Registry_of_Healthcare_Establishments_as_a_tool_for_the_analysis_of_decentralization_of_tuberculosis_treatment_to_basic_care_services/7562591

命令行下载

curl -L -o "1678-4464-csp-34-12-e00173917-gf1.jpg" "https://ndownloader.figshare.com/files/14053985"
curl -L -o "1678-4464-csp-34-12-e00173917-gf2.jpg" "https://ndownloader.figshare.com/files/14053988"
curl -L -o "1678-4464-csp-34-12-e00173917-gf3.jpg" "https://ndownloader.figshare.com/files/14053991"
curl -L -o "Table_1.xls" "https://ndownloader.figshare.com/files/14053994"
curl -L -o "Table_2.xls" "https://ndownloader.figshare.com/files/14053997"

文件清单

• 1678-4464-csp-34-12-e00173917-gf1.jpg（528.77 KB）
• 1678-4464-csp-34-12-e00173917-gf2.jpg（301.02 KB）
• 1678-4464-csp-34-12-e00173917-gf3.jpg（598.27 KB）
• Table_1.xls（9.73 KB）
• Table_2.xls（9.73 KB）

文件总体积 1.45 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: This study aimed to validate a method for classification of healthcare services in Brazil (basic care vs. other levels) and describe the decentralization of tuberculosis (TB) care to basic services (2002 to 2016). The healthcare services that reported and followed TB cases were classified as either “basic care” or “other levels” based on the type of establishment registered in the Brazilian National Registry of Healthcare Establishments (CNES, in Portuguese). The study estimated the agreement between this classification with a previous classification performed in 2013 by Brazil’s state and local tuberculosis programs. Using the CNES registry, the authors then calculated the percentage of TB patients treated in basic care from 2002 to 2016. Agreement was 94.4%, and overall kappa index was 0.86. There was a relative increment of 31.2% in TB care provided by basic services (from 50.9% in 2002 to 66.8% in 2016). All regions of Brazil showed an increase in this percentage, except the South. The classification based on the CNES registry allowed analyzing the trend in decentralization of TB treatment to basic healthcare services in Brazil.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.7562591.v1（source: https://scielo.figshare.com/articles/dataset/Brazilian_National_Registry_of_Healthcare_Establishments_as_a_tool_for_the_analysis_of_decentralization_of_tuberculosis_treatment_to_basic_care_services/7562591）。