美国成人流感相关住院的经济负担和继发性并发症:一项回顾性队列研究
基于PINC AI数据库的回顾性研究,分析美国成人流感住院的经济负担与继发性并发症,涵盖医疗资源利用和直接医疗费用。

基本信息
资源简介
美国成人流感相关住院的经济负担和继发性并发症:一项回顾性队列研究
【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 83.17 KB,主题涵盖 Influenza、hospitalization、health care resources utilization、cost、secondary complication,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《Economic burden and secondary complications of influenza-related hospitalization among adults in the US: a retrospective cohort study》。配套论文《Economic burden and secondary complications of influenza-related hospitalization among adults in the US: a retrospective cohort study》发表于 Journal of Medical Economics(2024),DOI:10.1080/13696998.2024.2314429。源站首次发布:2024-02-22。
【数据内容】
源站原始描述:This study aims to describe the healthcare resource utilization (HCRU) and direct medical cost of influenza-related hospitalizations to illustrate the persistent economic burden of influenza among adults in the US. A retrospective cohort study was conducted using the PINC AI Healthcare Database. Adults hospitalized with a diagnosis of influenza between August 1–May 31 from 2016–2023 were identified and stratified by age (18–49, 50–64 and ≥65 years). The index hospitalization was defined as the i…
【数据结构与技术规格】
文件数 1 个,合计 83.17 KB。ijme_a_2314429_sm6273.xlsx:application/vnd.openxmlformats-officedocument.spreadsheetml.sheet,83.17 KB。数据集 DOI:10.6084/m9.figshare.25204321.v2。
【主题与分类】
源站学科分类:Medicine、Biotechnology、Immunology、Biological Sciences not elsewhere classified、Marine Biology、Science Policy。主题标签:Influenza、hospitalization、health care resources utilization、cost、secondary complication、I11、I1、I、I12。
【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/Economic_burden_and_secondary_complications_of_influenza-related_hospitalization_among_adults_in_the_US_a_retrospective_cohort_study/25204321
使用许可:CC BY 4.0(https://creativecommons.org/licenses/by/4.0/)。
规范引用:Economic burden and secondary complications of influenza-related hospitalization among adults in the US: a retrospective cohort study. Taylor & Francis. Hu, Tianyan; Miles, Amanda C.; Pond, Taryn; Boikos, Constantina; Maleki, Farzaneh; Alfred, Tamuno; et al
【使用注意】
· 源站最后修改于 2026-03-17,引用时请注意版本时效。
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:Economic burden and secondary complications of influenza-related hospitalization among adults in the US: a retrospective cohort study
- DOI:10.6084/m9.figshare.25204321.v2
- 发布日期:2024-02-22
- 文件数:1 个
- 文件总体积:83.17 KB
- 源站页面:https://tandf.figshare.com/articles/dataset/Economic_burden_and_secondary_complications_of_influenza-related_hospitalization_among_adults_in_the_US_a_retrospective_cohort_study/25204321
命令行下载
curl -L -o "ijme_a_2314429_sm6273.xlsx" "https://ndownloader.figshare.com/files/44506840"
文件清单
ijme_a_2314429_sm6273.xlsx(83.17 KB)
文件总体积 83.17 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
This study aims to describe the healthcare resource utilization (HCRU) and direct medical cost of influenza-related hospitalizations to illustrate the persistent economic burden of influenza among adults in the US.
A retrospective cohort study was conducted using the PINC AI Healthcare Database. Adults hospitalized with a diagnosis of influenza between August 1–May 31 from 2016–2023 were identified and stratified by age (18–49, 50–64 and ≥65 years). The index hospitalization was defined as the individual’s first influenza-related hospitalization during each season. Patient demographics, comorbidities, and hospitalization characteristics were assessed during the index hospitalization. Index hospitalization length of stay (LOS), in-hospital mortality, intensive care unit (ICU) admissions, mechanical ventilation (MV) usage, and costs were evaluated overall and by MV usage, ICU admission, and secondary complication status. Pre-index influenza-related outpatient and emergency department (ED) visits (7 days prior) were also evaluated.
Primarily initiated in the ED, the median LOS for influenza-related hospitalizations was 3–4 days. Inpatient mortality increased with age (2.2–4.4%). Combined mean hospitalization and initial ED visit costs were $12,556–$14,494 (2017/18; high severity season) and $11,384–$12,896 (2022/23; most recent season). Compared to other age groups, adults ≥65 years had higher proportions of hospitalization with no MV or ICU usage. Adults 18–49 years had the highest proportion of ICU admission only, whereas adults 50–64 years had the highest MV usage only and both MV and ICU admission. MV and/or ICU usage was associated with higher hospitalization costs. Increasing proportionally with age, the majority of influenza-related hospitalizations had a secondary complication diagnosis, which were associated with elevated costs.
Analysis of this hospital-based administrative database relied on coding accuracy. Only hospital system-associated outpatient/ED visits were captured; the full scope of HCRU was under-ascertained.
The economic burden of influenza-related hospitalizations remains substantial, driven by underlying conditions, MV/ICU usage and sec
许可
CC BY 4.0
引用
学术使用请引用 DOI 10.6084/m9.figshare.25204321.v2(source: https://tandf.figshare.com/articles/dataset/Economic_burden_and_secondary_complications_of_influenza-related_hospitalization_among_adults_in_the_US_a_retrospective_cohort_study/25204321)。
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