德国帕金森病流行病学与医疗利用研究数据表1

基于德国370万人保险索赔数据的帕金森病患病率、发病率、共病及医疗利用研究数据集。

NIAID Data Ecosystem
浏览 13
表格Parkinson''s diseaseepidemiologyinsurance claimsmortalityincidenceprevalencecomorbidityhealthcare
Data Sheet 1: Do We Need to Rethink the Epidemiology and Healthcare Utilization of Parkinson's Disease in Germany?

基本信息

模态
表格
大小
0.000340231 GB
许可
CC BY 4.0
创建/更新时间
2026-10-07
版本
v1

资源简介

德国帕金森病流行病学与医疗利用研究数据表1

【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 340.23 KB,主题涵盖 Parkinson''s disease、epidemiology、insurance claims、mortality、incidence,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《Data_Sheet_1_Do We Need to Rethink the Epidemiology and Healthcare Utilization of Parkinson''s Disease in Germany?.pdf》。配套论文《Parkinson''s disease in Germany: prevalence and incidence based on health claims data》发表于 Acta Neurologica Scandinavica(2016),DOI:10.1111/ane.12694。源站首次发布:2018-06-29。

【数据内容】

源站原始描述:Epidemiological aspects of Parkinson''s disease (PD), co-occurring diseases and medical healthcare utilization of PD patients are still largely elusive. Based on claims data of 3.7 million statutory insurance members in Germany in 2015 the prevalence and incidence of PD was determined. PD cases had at least one main hospital discharge diagnosis of PD, or one physician diagnosis confirmed by a subsequent or independent diagnosis or by PD medication in 2015. Prevalence of (co-)occurring diseases, m…

【数据结构与技术规格】

文件数 1 个,合计 340.23 KB。Data_Sheet_1_Do We Need to Rethink the Epidemiology and Healthcare Utilization of Parkinson''s Disease in Germany?.pdf:application/pdf,340.23 KB。数据集 DOI:10.3389/fneur.2018.00500.s001。

【主题与分类】

源站学科分类:Neurology and Neuromuscular Diseases、Neurogenetics。主题标签:Parkinson''s disease、epidemiology、insurance claims、mortality、incidence、prevalence、comorbidity、healthcare。

【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/Data_Sheet_1_Do_We_Need_to_Rethink_the_Epidemiology_and_Healthcare_Utilization_of_Parkinson_s_Disease_in_Germany_pdf/6721715

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

规范引用:Heinzel, Sebastian; Berg, Daniela; Binder, Sebastian; Ebersbach, Georg; Hickstein, Lennart; Herbst, Heinz; et al. (2018). Data_Sheet_1_Do We Need to Rethink the Epidemiology and Healthcare Utilization of Parkinson''s Disease in Germany?.pdf. Frontiers. Dataset

【使用注意】

· 源站最后修改于 2023-05-31,引用时请注意版本时效。

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。

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_Do We Need to Rethink the Epidemiology and Healthcare Utilization of Parkinson''s Disease in Germany?.pdf" "https://ndownloader.figshare.com/files/12256325"

文件清单

  • Data_Sheet_1_Do We Need to Rethink the Epidemiology and Healthcare Utilization of Parkinson''s Disease in Germany?.pdf(340.23 KB)

文件总体积 340.23 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

Epidemiological aspects of Parkinson’'s disease (PD), co-occurring diseases and medical healthcare utilization of PD patients are still largely elusive. Based on claims data of 3.7 million statutory insurance members in Germany in 2015 the prevalence and incidence of PD was determined. PD cases had at least one main hospital discharge diagnosis of PD, or one physician diagnosis confirmed by a subsequent or independent diagnosis or by PD medication in 2015. Prevalence of (co-)occurring diseases, mortality, and healthcare measures in PD cases and matched controls were compared. In 2015, 21,714 prevalent PD cases (standardized prevalence: 511.4/100,000 persons) and 3,541 incident PD cases (standardized incidence: 84.1/100,000 persons) were identified. Prevalence of several (co-)occurring diseases/complications, e.g., dementia (PD/controls: 39/13%), depression (45/22%), bladder dysfunction (46/22%), and diabetes (35/31%), as well as mortality (10.7/5.8%) differed between PD cases and controls. The annual healthcare utilization was increased in PD cases compared to controls, e.g., regarding mean ± SD physician contacts (15.2 ± 7.6/12.2 ± 7.3), hospitalizations (1.3 ± 1.8/0.7 ± 1.4), drug prescriptions (overall: 37.7 ± 24.2/21.7 ± 19.6; anti-PD medication: 7.4 ± 7.4/0.1 ± 0.7), assistive/therapeutic devices (47/30%), and therapeutic remedies (57/16%). The standardized prevalence and incidence of PD in Germany as well as mortality in PD may be substantially higher than reported previously. While frequently diagnosed with co-occurring diseases/complications, such as dementia, depression, bladder dysfunction and diabetes, the degree of healthcare utilization shows large variability between PD patients. These findings encourage a rethinking of the epidemiology and healthcare utilization in PD, at least in Germany. Longitudinal studies of insurance claims data should further investigate the individual and epidemiological progression and healthcare demands in PD.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.3389/fneur.2018.00500.s001(source: https://frontiersin.figshare.com/articles/dataset/Data_Sheet_1_Do_We_Need_to_Rethink_the_Epidemiology_and_Healthcare_Utilization_of_Parkinson_s_Disease_in_Germany_pdf/6721715)。

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