数据表1_区域范围中心辐射(Hub and Spoke)模式标准化与去中心化1型糖尿病管理.pdf

意大利利古里亚地区1型糖尿病Hub and Spoke管理模式首年评估的PDF数据表,涵盖血糖控制、技术使用及经济环境结果。

NIAID Data Ecosystem
浏览 14
文本environmental sustainabilityhealthcare accessibilityhubspoketype 1 diabetes
Data Sheet 1_A region-wide hub and spoke approach to standardize and decentralize type 1 diabetes management.pdf

基本信息

模态
文本
大小
0.000317558 GB
许可
CC BY 4.0
创建/更新时间
2026-10-16
版本
v1

资源简介

数据表1_区域范围中心辐射(Hub and Spoke)模式标准化与去中心化1型糖尿病管理.pdf

【一句话概览】

本数据集是 figshare 公开的文本数据集,收录 1 个文件、合计 317.56 KB,主题涵盖 environmental sustainability、healthcare accessibility、hub、spoke、type 1 diabetes,可用于医学自然语言处理(实体识别、信息抽取等),CC BY 4.0 许可开放获取。

【数据集背景】

本数据集源站标题为《Data Sheet 1_A region-wide hub and spoke approach to standardize and decentralize type 1 diabetes management.pdf》。配套论文《Global type 1 diabetes prevalence, incidence, and mortality estimates 2025: Results from the International diabetes Federation Atlas, 11th Edition, and the T1D Index Version 3.0》发表于 Diabetes Research and Clinical Practice(2025),DOI:10.1016/j.diabres.2025.112277。源站首次发布:2026-02-11。

【数据内容】

源站原始描述:Background and aimsType 1 diabetes (T1D) requires specialized, multidisciplinary, and technology-driven care, which can be difficult to guarantee across regions with fragmented services. In July 2023, the Liguria region (Italy) reorganized pediatric diabetes care into a Hub and Spoke model, coordinated by the Gaslini Institute (hub) and three peripheral pediatric departments (spokes). This study aimed to evaluate the first year of application of this model in terms of clinical, technological, an…

【数据结构与技术规格】

文件数 1 个,合计 317.56 KB。Data Sheet 1_A region-wide hub and spoke approach to standardize and decentralize type 1 diabetes management.pdf:application/pdf,317.56 KB。数据集 DOI:10.3389/fpubh.2026.1763175.s002。

【主题与分类】

源站学科分类:Public Health and Health Services not elsewhere classified。主题标签:environmental sustainability、healthcare accessibility、hub、spoke、type 1 diabetes。

【适用方向】

文本类数据可用于医学自然语言处理,如命名实体识别、信息抽取与文本分类。

【获取与许可】

源站页面:https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_A_region-wide_hub_and_spoke_approach_to_standardize_and_decentralize_type_1_diabetes_management_pdf/31312306

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

规范引用:Minuto, Nicola; Spacco, Giordano; Siri, Giulia; Leoni, Massimiliano; Gaiero, Alberto; Corona, Maria Franca; et al. (2026). Data Sheet 1_A region-wide hub and spoke approach to standardize and decentralize type 1 diabetes management.pdf. Frontiers. 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

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 "Data Sheet 1_A region-wide hub and spoke approach to standardize and decentralize type 1 diabetes management.pdf" "https://ndownloader.figshare.com/files/61792180"

文件清单

  • Data Sheet 1_A region-wide hub and spoke approach to standardize and decentralize type 1 diabetes management.pdf(317.56 KB)

文件总体积 317.56 KB(源站 API 实测)。

数据说明

Background and aimsType 1 diabetes (T1D) requires specialized, multidisciplinary, and technology-driven care, which can be difficult to guarantee across regions with fragmented services. In July 2023, the Liguria region (Italy) reorganized pediatric diabetes care into a Hub and Spoke model, coordinated by the Gaslini Institute (hub) and three peripheral pediatric departments (spokes). This study aimed to evaluate the first year of application of this model in terms of clinical, technological, and environmental outcomes.
MethodsThis retrospective observational study included T1D patients aged less than 35 years in follow-up at the new regional Hub and Spoke system. Patients were categorized as transferred (previously followed at the hub), acquired (previously followed at a local center), and new onset (followed from the beginning at the Hub and Spoke system). The primary outcome was the change in time in range 70–180 mg/dL after 12 months. Secondary outcomes were additional indicators of glycemic control (CGM metrics), adoption of technologies (rtCGM and AID), and economic and environmental impact (travel distance, costs, and CO₂ emissions).
Results129 patients were referred to the new Hub and Spoke system during the first 2 years of its implementation. Among them, 88 (50 transferred, 38 acquired) had available data at baseline and completed the 1-year follow up period and were included in the study. In this cohort, TIR increased from 57.2 to 65.1% and TITR from 35.1 to 41.7% (p The Hub and Spoke model proved feasible and effective, leading to more standardized care delivery, broader adoption of diabetes technologies, improved glycemic control, and significant reductions in travel-related costs and environmental impact. This approach may offer a scalable and sustainable solution for managing T1D, particularly in regions with complex geography and variable healthcare infrastructures.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fpubh.2026.1763175.s002(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_A_region-wide_hub_and_spoke_approach_to_standardize_and_decentralize_type_1_diabetes_management_pdf/31312306)。

数据缺失?

依托陕西、四川两大基地,我们与超过十家三甲医院建立直接合作关系,覆盖合规授权、采集治理、专业标注、数据交付的全流程,为AI医疗团队提供即拿即用的高质量临床数据。

⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

获取专属数据定制方案