表2_西西里神经康复需求供应枢纽-辐条模型对住院率和患者流动性的影响

2016–2018年西西里神经康复住院率和患者流动性表格数据,用于评估枢纽-辐条模型效果。

NIAID Data Ecosystem
浏览 8
表格hub-and-spokepatient mobilityneurorehabilitationquality indicatorsPabón Lasso model
Table_2_A hub and spoke model to supply the Sicilian neurorehabilitation demand: effects on hospitalization rates and patient mobility

基本信息

模态
表格
大小
0.000016172 GB
许可
CC BY 4.0
创建/更新时间
2026-11-04
版本
v1

资源简介

表2_西西里神经康复需求供应枢纽-辐条模型对住院率和患者流动性的影响

【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 16.17 KB,主题涵盖 hub-and-spoke、patient mobility、neurorehabilitation、quality indicators、Pabón Lasso model,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《Table_2_A hub and spoke model to supply the Sicilian neurorehabilitation demand: effects on hospitalization rates and patient mobility.docx》。配套论文《Innovation technology in neurorehabilitation: introducing a hub and spoke model to avoid patient “migration” in Sicily》发表于 Journal of Health Organization and Management(2020),DOI:10.1108/jhom-07-2019-0200。源站首次发布:2024-03-20。

【数据内容】

源站原始描述:IntroductionCerebrovascular diseases in Sicily have led to high mortality and healthcare challenges, with a notable gap between healthcare demand and supply. The mobility of patients seeking care, both within and outside Sicily, has economic and organizational impacts on the healthcare system. The Hub and Spoke model implemented by the IRCCS Centro Neurolesi “Bonino-Pulejo” of Messina aims to distribute advanced neurorehabilitation services throughout Sicily, potentially reducing health mobility…

【数据结构与技术规格】

文件数 1 个,合计 16.17 KB。Table_2_A hub and spoke model to supply the Sicilian neurorehabilitation demand: effects on hospitalization rates and patient mobility.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,16.17 KB。数据集 DOI:10.3389/fpubh.2024.1349211.s002。

【主题与分类】

源站学科分类:Aboriginal and Torres Strait Islander Health、Aged Health Care、Care for Disabled、Community Child Health、Environmental and Occupational Health and Safety、Epidemiology。主题标签:hub-and-spoke、patient mobility、neurorehabilitation、quality indicators、Pabón Lasso model。

【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://frontiersin.figshare.com/articles/dataset/Table_2_A_hub_and_spoke_model_to_supply_the_Sicilian_neurorehabilitation_demand_effects_on_hospitalization_rates_and_patient_mobility_docx/25440538

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

规范引用:Ielo, Augusto; Quartarone, Angelo; Calabrò, Rocco Salvatore; De Cola, Maria Cristina (2024). Table_2_A hub and spoke model to supply the Sicilian neurorehabilitation demand: effects on hospitalization rates and patient mobility.docx. 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。

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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_2_A hub and spoke model to supply the Sicilian neurorehabilitation demand: effects on hospitalization rates and patient mobility.docx" "https://ndownloader.figshare.com/files/45145405"

文件清单

  • Table_2_A hub and spoke model to supply the Sicilian neurorehabilitation demand: effects on hospitalization rates and patient mobility.docx(16.17 KB)

文件总体积 16.17 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

IntroductionCerebrovascular diseases in Sicily have led to high mortality and healthcare challenges, with a notable gap between healthcare demand and supply. The mobility of patients seeking care, both within and outside Sicily, has economic and organizational impacts on the healthcare system. The Hub and Spoke model implemented by the IRCCS Centro Neurolesi “Bonino-Pulejo” of Messina aims to distribute advanced neurorehabilitation services throughout Sicily, potentially reducing health mobility and improving service accessibility.
MethodsThe evaluation was based on calculating hospitalization rates, examining patient mobility across Sicilian provinces, and assessing the financial implications of neurorehabilitation admissions. Data from 2016 to 2018, covering the period before and after the implementation of the Hub and Spoke network, were analyzed to understand the changes brought about by this model.
ResultsThe analysis revealed a significant increase in hospitalization rates for neurorehabilitation in the Sicilian provinces where spokes were established. This increase coincided with a marked decrease in interregional health mobility, indicating that patients were able to receive high-quality care closer to their residences. Furthermore, there was a decrease in both intra-regional and inter-regional escape rates in provinces within the Hub and Spoke network, demonstrating the network’s efficacy in improving accessibility and quality of healthcare services.
DiscussionThe implementation of the Hub and Spoke network substantially improved neurorehabilitation healthcare in Sicily, enhancing both accessibility and quality of care for patients. The network’s establishment led to a more efficient utilization of healthcare resources and balanced distribution of services. These advancements are vital steps toward equitable and effective healthcare delivery in Sicily.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fpubh.2024.1349211.s002(source: https://frontiersin.figshare.com/articles/dataset/Table_2_A_hub_and_spoke_model_to_supply_the_Sicilian_neurorehabilitation_demand_effects_on_hospitalization_rates_and_patient_mobility_docx/25440538)。

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。