日本乳腺癌和宫颈癌筛查可及性是否受资源匮乏影响？

数据集获取（Figshare）

• 源站标题：Does lack of resources impair access to breast and cervical cancer screening in Japan?
• DOI：10.1371/journal.pone.0180819
• 发布日期：2017-07-13
• 文件数：4 个
• 文件总体积：3.04 MB
• 源站页面：https://plos.figshare.com/articles/dataset/Does_lack_of_resources_impair_access_to_breast_and_cervical_cancer_screening_in_Japan_/5205514

命令行下载

curl -L -o "S1 Appendix.xlsx" "https://ndownloader.figshare.com/files/8895166"
curl -L -o "S1 Fig.tif" "https://ndownloader.figshare.com/files/8895187"
curl -L -o "S2 Fig.tif" "https://ndownloader.figshare.com/files/8895217"
curl -L -o "S1 Table.docx" "https://ndownloader.figshare.com/files/8895232"

文件清单

• S1 Appendix.xlsx（400.02 KB）
• S1 Fig.tif（1.30 MB）
• S2 Fig.tif（1.30 MB）
• S1 Table.docx（43.93 KB）

文件总体积 3.04 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

Objectives
To assess the impact of the quantity of resources for breast and cervical cancer screening on the participation rates in screening in clinical settings in municipalities, as well as to clarify whether lack of resources impairs access to cancer screening in Japan.
Methods
Of the 1,746 municipalities in 2010, 1,443 (82.6%) and 1,469 (84.1%) were included in the analyses for breast and cervical cancer screening, respectively. In order to estimate the effects of the number of mammography units and of gynecologists on the participation rates in breast and cervical cancer screening in clinical settings, multiple regression analyses were performed using the interaction term for urban municipalities.
Results
The average participation rate in screening in clinical settings was 6.01% for breast cancer, and was 8.93% for cervical cancer. The marginal effect of the number of mammography units per 1,000 women was significantly positive in urban municipalities (8.20 percent point). The marginal effect of the number of gynecologists per 1,000 women was significantly positive in all municipalities (2.54 percent point) and rural municipalities (3.68 percent point).
Conclusions
Lack of mammography units in urban areas and of gynecologists particularly in rural areas impaired access to breast and cervical cancer screening. Strategies are required that quickly improve access for the residents and increase their participation rates in cancer screening.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0180819（source: https://plos.figshare.com/articles/dataset/Does_lack_of_resources_impair_access_to_breast_and_cervical_cancer_screening_in_Japan_/5205514）。