乳腺X线摄影服务空间可达性与社会经济剥夺对晚期乳腺癌风险的影响

基于分块组数据,分析乳腺X线摄影服务空间可达性和社会经济剥夺对晚期乳腺癌风险的影响。

Figshare
2015-12-02 更新
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表格spatialaccessibilitymammographysocioeconomicdeprivationlate-stage
Effects 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X线摄影服务空间可达性与社会经济剥夺对晚期乳腺癌风险的影响

【数据集背景】

本数据集源站标题为《Effects 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:Model I was adjusted for age only; Model II was adjusted for age and race; Model III included spatial accessibility score, socioeconomic score, age and race. *Higher spatial accessibility and less deprivation were set as references; 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…

【数据结构与技术规格】

文件数 1 个,合计 9.73 KB。Table_6.xls:application/vnd.ms-excel,9.73 KB。数据集 DOI:10.1371/journal.pone.0043000.t006。

【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/_Effects_of_block_group_spatial_accessibility_to_mammography_service_and_socioeconomic_SES_deprivation_on_risk_of_late_stage_breast_cancer_/255289

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). Effects 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 2023-06-10,引用时请注意版本时效。

官方服务

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⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

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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。

免登录

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。

免费样本无法满足模型训练要求?千方提供经三甲医院脱敏、带病理回证与专家标注的商业级专病数据集。

使用方式

数据集获取(Figshare)

命令行下载

curl -L -o "Table_6.xls" "https://ndownloader.figshare.com/files/584792"

文件清单

  • Table_6.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

Model I was adjusted for age only; Model II was adjusted for age and race; Model III included spatial accessibility score, socioeconomic score, age and race.
*Higher spatial accessibility and less deprivation were set as references;
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.t006(source: https://plos.figshare.com/articles/dataset/_Effects_of_block_group_spatial_accessibility_to_mammography_service_and_socioeconomic_SES_deprivation_on_risk_of_late_stage_breast_cancer_/255289)。

需要用于商业化训练或医疗器械注册(NMPA/FDA)?

公开数据往往缺乏完整的病理回证与专家标注。千方医数集依托陕川双基地与超十家三甲医院直连,提供完全合规、去标识化、支持注册级质控的专病数据集交易服务。