SPC使用多变量分析(n=11,689)

美国东南部癌症患者专科姑息治疗使用情况的多变量分析数据集,包含11,689条记录。

Figshare
2025-01-13 更新
浏览 15
表格specialty palliative carelatter two yearseconomic status quintile8 %) went7 %) wentxlink "> 12wide cancer registrysized metropolitan areafinal 30 daysxlink ">0 %)final week
Multivariate analysis of SPC use (n = 11,689).

基本信息

模态
表格
大小
0.000005632 GB
许可
CC BY 4.0
创建/更新时间
2025-01-13
版本
v1

资源简介

SPC使用多变量分析(n=11,689)

【数据集背景】

本数据集源站标题为《Multivariate analysis of SPC use (n = 11,689).》。源站首次发布:2025-01-13。

【数据内容】

源站原始描述:Background Rigorous population-based assessments of the use of specialty palliative care (SPC) in the US are rare. Settings/subjects This study examined SPC use among cancer patients in a mid-sized metropolitan area in Southeast US. Measurements In this cancer decedent cohort study, data were acquired and linked from the state-wide cancer registry; state-wide hospital discharge dataset; and local SPC providers. Results 12,030 individuals with cancer were included in this study; only 2,958 (24.6%…

【数据结构与技术规格】

文件数 1 个,合计 5.63 KB。Table 3.xls:application/vnd.ms-excel,5.63 KB。数据集 DOI:10.1371/journal.pone.0313732.t003。

【主题与分类】

源站学科分类:Medicine、Cell Biology、Molecular Biology、Biotechnology、Evolutionary Biology、Developmental Biology。主题标签:specialty palliative care、latter two years、economic status quintile、8 %) went、7 %) went、xlink "> 12、wide cancer registry、sized metropolitan area、final 30 days、xlink ">。

【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/Multivariate_analysis_of_SPC_use_n_11_689_/28197371

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

规范引用:Cassel, J. Brian; McClish, Donna; Buxton, David; Yanni, Leanne; Roberts, Seth; Skoro, Nevena; et al. (2025). Multivariate analysis of SPC use (n = 11,689).. PLOS ONE. Dataset

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。

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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 3.xls" "https://ndownloader.figshare.com/files/51649868"

文件清单

  • Table 3.xls(5.63 KB)

文件总体积 5.63 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

Background
Rigorous population-based assessments of the use of specialty palliative care (SPC) in the US are rare.
Settings/subjects
This study examined SPC use among cancer patients in a mid-sized metropolitan area in Southeast US.
Measurements
In this cancer decedent cohort study, data were acquired and linked from the state-wide cancer registry; state-wide hospital discharge dataset; and local SPC providers.
Results
12,030 individuals with cancer were included in this study; only 2,958 (24.6%) used SPC. Of the 9,072 persons who did not use SPC, 3,877 (42.7%) went only to hospitals that did not offer SPC; and 3,517 (38.8%) went to hospitals that offered SPC but did not use it. About half of SPC recipients (1493; 50.5%) first received SPC in the final 30 days of life, including 768 (26.0%) in the final week of life. Characteristics associated with using SPC use included being in an socio-economic status quintile other than the lowest; being younger; being Black; having a solid (versus hematological) cancer; having a shorter survival with cancer; dying in the latter two years of the study; being from an area of low or complete rurality; having a hospital admission in the final 60 days prior to initiation of PC or death; having more days in hospital; and living within 15 miles of a hospital offering SPC.
Conclusions
In this population-based study, only one-quarter of cancer patients used SPC, and for half who did so, it came in the final 30 days of life.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0313732.t003(source: https://plos.figshare.com/articles/dataset/Multivariate_analysis_of_SPC_use_n_11_689_/28197371)。

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