匈牙利2011—2021年肺癌发病与死亡趋势数据表(多数据来源稳健估计)
匈牙利2011—2021年肺癌发病与死亡趋势数据表,基于报销索赔和ICD-10等识别,用于流行病学分析。

基本信息
资源简介
匈牙利2011—2021年肺癌发病与死亡趋势数据表(多数据来源稳健估计)
【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 70.84 KB,主题涵盖 lung cancer、incidence、mortality、COVID-19、Hungary,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《DataSheet2_Decreasing incidence and mortality of lung cancer in Hungary between 2011 and 2021 revealed by robust estimates reconciling multiple data sources.xlsx》。配套论文《Significant Regional Differences in Lung Cancer Incidence in Hungary: Epidemiological Study Between 2011 and 2016》发表于 Pathology and Oncology Research(2021),DOI:10.3389/pore.2021.1609916。源站首次发布:2024-06-03。
【数据内容】
源站原始描述:ObjectiveHungary has repeatedly been shown to have the highest cancer-related mortality and incidence in Europe. Despite lung cancer being the most abundant malignant diagnosis in Hungary, numerous concerns have been raised recently regarding the bias inherent to reported incidence estimates. Re-analysis of reimbursement claims has been suggested previously by our group as an alternative approach, offering revised figures of lung cancer incidence between 2011 and 2016. Leveraging on this methodo…
【数据结构与技术规格】
文件数 1 个,合计 70.84 KB。DataSheet2_Decreasing incidence and mortality of lung cancer in Hungary between 2011 and 2021 revealed by robust estimates reconciling multiple data s.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,70.84 KB。数据集 DOI:10.3389/pore.2024.1611754.s002。
【主题与分类】
源站学科分类:Pathology、Oncology and Carcinogenesis not elsewhere classified、Pathology (excl. Oral Pathology)。主题标签:lung cancer、incidence、mortality、COVID-19、Hungary。
【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/DataSheet2_Decreasing_incidence_and_mortality_of_lung_cancer_in_Hungary_between_2011_and_2021_revealed_by_robust_estimates_reconciling_multiple_data_sources_xlsx/25957537
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Gálffy, Gabriella; Szabó, Géza Tamás; Tamási, Lilla; Müller, Veronika; Moldvay, Judit; Sárosi, Veronika; et al. (2024). DataSheet2_Decreasing incidence and mortality of lung cancer in Hungary between 2011 and 2021 revealed by robust estimates reconciling multiple data sources.xlsx. Frontiers. Datase…
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)
- 源站标题:DataSheet2_Decreasing incidence and mortality of lung cancer in Hungary between 2011 and 2021 revealed by robust estimates reconciling multiple data sources.xlsx
- DOI:10.3389/pore.2024.1611754.s002
- 发布日期:2024-06-03
- 文件数:1 个
- 文件总体积:70.84 KB
- 源站页面:https://frontiersin.figshare.com/articles/dataset/DataSheet2_Decreasing_incidence_and_mortality_of_lung_cancer_in_Hungary_between_2011_and_2021_revealed_by_robust_estimates_reconciling_multiple_data_sources_xlsx/25957537
命令行下载
curl -L -o "DataSheet2_Decreasing incidence and mortality of lung cancer in Hungary between 2011 and 2021 revealed by robust estimates reconciling multiple data s.xlsx" "https://ndownloader.figshare.com/files/46775425"
文件清单
DataSheet2_Decreasing incidence and mortality of lung cancer in Hungary between 2011 and 2021 revealed by robust estimates reconciling multiple data s.xlsx(70.84 KB)
文件总体积 70.84 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
ObjectiveHungary has repeatedly been shown to have the highest cancer-related mortality and incidence in Europe. Despite lung cancer being the most abundant malignant diagnosis in Hungary, numerous concerns have been raised recently regarding the bias inherent to reported incidence estimates. Re-analysis of reimbursement claims has been suggested previously by our group as an alternative approach, offering revised figures of lung cancer incidence between 2011 and 2016. Leveraging on this methodology, we aimed at updating Hungarian lung cancer incidence estimates with an additional 5 years (2017–2021), including years affected by the COVID-19 pandemic. Additionally, we also attempted to improve the robustness of estimates by taking additional characteristics of the patient pathway into account.
MethodsLung cancer patients between 2011 and 2021 were identified based on reimbursement-associated ICD-10 codes, histology codes and time patterns. Multiple query architectures were tested for sensitivity and compared to official estimates of the Hungarian National Cancer Registry (HNCR). Epidemiological trends were estimated by Poisson-regression, corrected for age and sex.
ResultsA total of 89,948 lung cancer patients diagnosed in Hungary between 2011 and 2021 have been identified by our study. In 2019 alone, 7,887 patients were diagnosed according to our optimized query. ESP2013 standardized rate was estimated between 92.5/100,000 (2011) and 78.4/100,000 (2019). In 2019, standardized incidence was 106.8/100,000 for men and 59.7/100,000 for women. Up until the COVID-19 pandemic, lung cancer incidence was decreasing by 3.18% (2.1%–4.3%) yearly in men, while there was no significant decrease in women. Young age groups (40–49 and 50–59) featured the largest improvement, but women aged 60–79 are at an increasing risk for developing lung cancer. The COVID-19 pandemic resulted in a statistically significant decrease in lung cancer incidence, especially in the 50–59 age group (both sexes).
ConclusionOur results show that using an optimized approach, re-analysis of reimbursement claims yields robust estimates of lung cancer incidence. According to this approach, the incidence r
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.3389/pore.2024.1611754.s002(source: https://frontiersin.figshare.com/articles/dataset/DataSheet2_Decreasing_incidence_and_mortality_of_lung_cancer_in_Hungary_between_2011_and_2021_revealed_by_robust_estimates_reconciling_multiple_data_sources_xlsx/25957537)。
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。
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