斯洛文尼亚糖尿病相关直接医疗支出:基于人口水平数据的近期演变与未来预测

斯洛文尼亚糖尿病直接医疗支出数据集,基于2019-2022年个体患者记录,用于当前趋势分析与未来预测。

Taylor & FrancisTaylor & Francis
DataCite Commons
2024-02-15 更新
浏览 14
表格Complicationsdiabetesdirect healthcare expenditurespayer perspectiveprojections of expendituresSlovenia
Direct diabetes-related healthcare expenditures in Slovenia: recent evolution and future projections based on population-level data

基本信息

模态
表格
大小
0.005978125 GB
许可
CC BY 4.0
创建/更新时间
2024-02-15
版本
v1

资源简介

斯洛文尼亚糖尿病相关直接医疗支出:基于人口水平数据的近期演变与未来预测

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 4 个文件、合计 5.98 MB,主题涵盖 Complications、diabetes、direct healthcare expenditures、payer perspective、projections of expenditures,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《Direct diabetes-related healthcare expenditures in Slovenia: recent evolution and future projections based on population-level data》。配套论文《Direct diabetes-related healthcare expenditures in Slovenia: recent evolution and future projections based on population-level data》发表于 Expert Review of Pharmacoeconomics & Outcomes Research(2024),DOI:10.1080/14737167.2024.2302423。项目资助方:This work was partially founded by the following Slovenian Research Agency grants: [P5-0117], [P5-0128].。源站首次发布:2024-01-09。

【数据内容】

源站原始描述:The burden of diabetes on individuals, healthcare systems, and society must be explored to improve and sustain diabetes care. With this aim, we estimated both past and future diabetes-related direct health expenditures in Slovenia. Analysis of expenditures from the healthcare payer perspective during the 2019–2022 period was based on individual patient data on expenditures for seven groups of diabetes-related medical conditions from the population-level database of the Health Insurance Institute…

【数据结构与技术规格】

文件数 4 个,合计 5.98 MB。Diabetes burden Supplemental material_031023.docx:application/vnd.openxmlformats-officedocument.wordprocessingml.document,78.89 KB。Supplemental material_Figure 1.tiff:image/tiff,1.47 MB。Supplemental material_Figure 2.tiff:image/tiff,4.10 MB。数据集 DOI:10.6084/m9.figshare.24968345.v1。

【主题与分类】

源站学科分类:Medicine、Biotechnology、Chemical Sciences not elsewhere classified、Marine Biology、Science Policy。主题标签:Complications、diabetes、direct healthcare expenditures、payer perspective、projections of expenditures、Slovenia。

【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://tandf.figshare.com/articles/dataset/Direct_diabetes-related_healthcare_expenditures_in_Slovenia_recent_evolution_and_future_projections_based_on_population-level_data/24968345

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

规范引用:Direct diabetes-related healthcare expenditures in Slovenia: recent evolution and future projections based on population-level data. Taylor & Francis. Bonča, Petra Došenović; Gavrić, Dalibor; Janša, Karmen; Sambt, Jože

【使用注意】

· 源站最后修改于 2024-02-15,引用时请注意版本时效。

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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 "Diabetes burden Supplemental material_031023.docx" "https://ndownloader.figshare.com/files/43969715"
curl -L -o "Supplemental material_Figure 1.tiff" "https://ndownloader.figshare.com/files/43969718"
curl -L -o "Supplemental material_Figure 2.tiff" "https://ndownloader.figshare.com/files/43969721"
curl -L -o "Supplemental material_Figure 3.tiff" "https://ndownloader.figshare.com/files/43969724"

文件清单

  • Diabetes burden Supplemental material_031023.docx(78.89 KB)
  • Supplemental material_Figure 1.tiff(1.47 MB)
  • Supplemental material_Figure 2.tiff(4.10 MB)
  • Supplemental material_Figure 3.tiff(328.34 KB)

文件总体积 5.98 MB(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

The burden of diabetes on individuals, healthcare systems, and society must be explored to improve and sustain diabetes care. With this aim, we estimated both past and future diabetes-related direct health expenditures in Slovenia.
Analysis of expenditures from the healthcare payer perspective during the 2019–2022 period was based on individual patient data on expenditures for seven groups of diabetes-related medical conditions from the population-level database of the Health Insurance Institute of Slovenia. Expenditure projections were prepared using the European Commission’s methodology for budgetary projections.
In the 2019–2022 period, average annual diabetes-related expenditures equaled €174.1 million (€1,108 per patient), with their average annual growth rate reaching 12.5%. Expenditures due to inpatient care (33%) and drugs used in diabetes (24%) had the highest shares. More than half of the expenditures were due to complications of diabetes. The diabetes-related expenditures as a share of GDP are projected to increase by 19.2% from 2019 to 2030, with slower yet continued growth up to 2050.
Diabetes-related expenditures in Slovenia continue to rise. By focusing on the prevention and optimal management of diabetes, its impact on the healthcare system could be reduced significantly, given the magnitude of expenditures attributed to complications.
Diabetes is a chronic metabolic disease characterized by elevated blood sugar levels, leading to serious damage to the heart, blood vessels, eyes, kidneys, and nerves. The number of patients with diabetes has been increasing and accounted for about 10% of the world’s population aged 20–79 years in 2021. Diabetes and its complications also represent a substantial economic burden for individuals, healthcare systems, and society. Using data extracted from the database of the Health Insurance Institute of Slovenia, we looked at the direct healthcare expenditures related to diabetes over the 2019–2022 period and estimated their future trends. During the observed period, the average annual diabetes-related expenditures from the healthcare payer perspective equaled €174.1 million (€1,108 per patient), with their avera

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.24968345.v1(source: https://tandf.figshare.com/articles/dataset/Direct_diabetes-related_healthcare_expenditures_in_Slovenia_recent_evolution_and_future_projections_based_on_population-level_data/24968345)。

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。