乳腺癌晚期风险与社会经济剥夺和乳腺X线服务空间可及性组合效应数据集

研究乳腺X线服务空间可及性与社会经济剥夺对乳腺癌晚期风险的组合效应,包含多种空间可及性指标和统计模型结果。

Figshare
2015-12-02 更新
浏览 28
表格spatialaccessibilitymammographysocioeconomicdeprivationlate-stage
Combined effect of block group spatial accessibility to mammography service and socioeconomic (SES) deprivation on risk of late-stage breast cancer.

基本信息

模态
表格
大小
0.000009728 GB
许可
CC BY 4.0
创建/更新时间
2015-12-02
版本
v1

资源简介

乳腺癌晚期风险与社会经济剥夺和乳腺X线服务空间可及性组合效应数据集

【数据集背景】

本数据集源站标题为《Combined effect of block group spatial accessibility to mammography service and socioeconomic (SES) deprivation on risk of late-stage breast cancer.》。配套论文《Comparing GIS-Based Measures in Access to Mammography and Their Validity in Predicting Neighborhood Risk of Late-Stage Breast Cancer》发表于 PLoS ONE(2012),DOI:10.1371/journal.pone.0043000。源站首次发布:2013-02-20。

【数据内容】

源站原始描述:All models were adjusted for age and race; “more accessible” means shorter travel time and bigger score values in density and 2SFCA measures, while “less accessible” means longer travel time and smaller score values in density and 2SFCA measures. a: shortest travel time (minutes); b: average travel time to the nearest five facilities (minutes); c: service density; d: spatial accessibility index from the model without weighting parameter; e: spatial accessibility index from the model with continu…

【数据结构与技术规格】

文件数 1 个,合计 9.73 KB。Table_7.xls:application/vnd.ms-excel,9.73 KB。数据集 DOI:10.1371/journal.pone.0043000.t007。

【主题与分类】

源站学科分类:Cancer、Mathematics、Biotechnology、Immunology。主题标签:spatial、accessibility、mammography、socioeconomic、deprivation、late-stage。

【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://plos.figshare.com/articles/dataset/_Combined_effect_of_block_group_spatial_accessibility_to_mammography_service_and_socioeconomic_SES_deprivation_on_risk_of_late_stage_breast_cancer_/255257

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

规范引用:Lian, Min; Struthers, James; Schootman, Mario (2015). Combined effect of block group spatial accessibility to mammography service and socioeconomic (SES) deprivation on risk of late-stage breast cancer.. PLOS ONE. Dataset

【使用注意】

· 源站最后修改于 2023-06-04,引用时请注意版本时效。

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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。

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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 "Table_7.xls" "https://ndownloader.figshare.com/files/584767"

文件清单

  • Table_7.xls(9.73 KB)

文件总体积 9.73 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

All models were adjusted for age and race; “more accessible” means shorter travel time and bigger score values in density and 2SFCA measures, while “less accessible” means longer travel time and smaller score values in density and 2SFCA measures.
a: shortest travel time (minutes);
b: average travel time to the nearest five facilities (minutes);
c: service density;
d: spatial accessibility index from the model without weighting parameter;
e: spatial accessibility index from the model with continuous weighting parameter;
f: spatial accessibility index from the zonal weighted model with 3 time zones and quick decay weighting;
g: spatial accessibility index from the zonal weighted model with 3 time zones and slow decay weighting;
h: spatial accessibility index from the zonal weighted model with 6 time zones and quick decay weighting;
i: spatial accessibility index from the zonal weighted model with 6 time zones and slow decay weighting.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0043000.t007(source: https://plos.figshare.com/articles/dataset/_Combined_effect_of_block_group_spatial_accessibility_to_mammography_service_and_socioeconomic_SES_deprivation_on_risk_of_late_stage_breast_cancer_/255257)。

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