脊柱疾病治疗结果模型汇总

包含波士顿两家医院脊柱疾病患者按种族分组的治疗结果模型(手术时间关联分析)数据。

NIAID Data Ecosystem
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表格significantly longer timesretrospective cohort studyprimary explanatory variablemeeting inclusion criteriaincluded american indianfive racial groups18 &# 8211two boston hospitalsspinal cord disorders69 )) patients82 ))black63 ))hispanic
Summary of model results for outcomes

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
2026-10-09
版本
v1

资源简介

脊柱疾病治疗结果模型汇总

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 1 个文件、合计 9.73 KB,主题涵盖 significantly longer times、retrospective cohort study、primary explanatory variable、meeting inclusion criteria、included american indian,可用于统计建模、特征工程与队列分析,CC BY 4.0 许可开放获取。

【数据集背景】

本数据集源站标题为《Summary of model results for outcomes.》。源站首次发布:2025-06-30。

【数据内容】

源站原始描述:To determine the association between race and access to healthcare services with respect to the treatment of spinal cord disorders, a retrospective cohort study of patients receiving an initial diagnosis, two Boston hospitals, September 1, 2017, to June 1, 2018, follow-up through December 31, 2019. Data from patients (18–89 years) diagnosed with spinal cord disorders were extracted retrospectively from a centralized database. Kaplan-Meier curves and multivariable Cox proportional hazards models…

【数据结构与技术规格】

文件数 1 个,合计 9.73 KB。Table 2.xls:application/vnd.ms-excel,9.73 KB。数据集 DOI:10.1371/journal.pone.0325810.t002。

【主题与分类】

源站学科分类:Genetics、Neuroscience、Biotechnology、Biological Sciences not elsewhere classified、Science Policy、Hematology。主题标签:significantly longer times、retrospective cohort study、primary explanatory variable、meeting inclusion criteria、included american indian、five racial groups、18 &# 8211、two boston hospitals、spinal cord disorders、69 )) patients。

【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/Summary_of_model_results_for_outcomes_/29438833

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

规范引用:Aglio, Linda S.; Examond, Tayisha; Justice, Samuel A.; Mendez-Pino, Laura; Mezzalira, Elisabetta; Baez, Leah A.; et al. (2025). Summary of model results for outcomes.. PLOS ONE. Dataset

官方服务

专家保障全链路合规授权与标注交付

陕川双基地 × 超十家三甲医院直连

从合规授权、采集治理、专业标注到数据集交付,我们提供全链路闭环服务,让高质量临床数据即拿即用。

⚡️ 需要原始数据或标注支持?联系我们获取定制方案。

帮我联系

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 2.xls" "https://ndownloader.figshare.com/files/55781248"

文件清单

  • Table 2.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

To determine the association between race and access to healthcare services with respect to the treatment of spinal cord disorders, a retrospective cohort study of patients receiving an initial diagnosis, two Boston hospitals, September 1, 2017, to June 1, 2018, follow-up through December 31, 2019. Data from patients (18–89 years) diagnosed with spinal cord disorders were extracted retrospectively from a centralized database. Kaplan-Meier curves and multivariable Cox proportional hazards models analyzed the time to spine surgery following initial diagnosis. Patient race was the primary explanatory variable, with five racial groups (Asian, Black, Hispanic, Other, and White) based on a combination of their self-reported race and ethnicity. Hispanic ethnicity (regardless of race), non-Hispanic ethnicity (designated Asian, Black, or White), and “Other” (non-Hispanic patients who designated their race as other than Asian, Black, or White; this included American Indian, Alaska Native, Native Hawaiian or other Pacific Islander, or two or more races). Among 56,186 patients (4% Asian, 7% Black, 5% Hispanic, 6% Other, 77% White) meeting inclusion criteria, Asian (hazard ratio (HR) 0.67 (0.55, 0.82)), Black (HR 0.55 (0.47, 0.63)), Hispanic (HR 0.43 (0.35, 0.52)), and Other (HR 0.59 (0.51, 0.69)) patients had significantly longer times to surgery compared with White patients.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.1371/journal.pone.0325810.t002(source: https://plos.figshare.com/articles/dataset/Summary_of_model_results_for_outcomes_/29438833)。

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。