呼吸频率-氧合指数预测重症监护室患者拔管后高流量鼻导管治疗失败的回顾性队列研究

包含162名ICU患者的临床数据,用于验证ROX指数预测拔管后高流量鼻导管治疗失败风险。

SciELO journalsSciELO journals
DataCite Commons
2022-11-05 更新
浏览 8
表格CannulaOxygenationRespiratory rateAirway extubationPneumoniaCritical careIntensive care units
The Respiratory Rate-Oxygenation Index predicts failure of post-extubation high-flow nasal cannula therapy in intensive care unit patients: a retrospective cohort study

基本信息

模态
表格
大小
0.000152385 GB
许可
CC BY 4.0
创建/更新时间
2022-11-05
版本
v1

资源简介

呼吸频率-氧合指数预测重症监护室患者拔管后高流量鼻导管治疗失败的回顾性队列研究

【一句话概览】

本数据集是 figshare 公开的结构化表格数据集,收录 4 个文件、合计 152.38 KB,主题涵盖 Cannula、Oxygenation、Respiratory rate、Airway extubation、Pneumonia,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《The Respiratory Rate-Oxygenation Index predicts failure of post-extubation high-flow nasal cannula therapy in intensive care unit patients: a retrospective cohort study》。源站首次发布:2022-11-05。

【数据内容】

源站原始描述:ABSTRACT Objective: To investigate the applicability of the Respiratory Rate-Oxygenation Index to identify the risk of high-flow nasal cannula failure in post-extubation pneumonia patients. Methods: This was a 2-year retrospective observational study conducted in a reference hospital in Bogotá, Colombia. All patients in whom post-extubation high-flow nasal cannula therapy was used as a bridge to extubation were included in the study. The Respiratory Rate-Oxygenation Index was calculated to asses…

【数据结构与技术规格】

文件数 4 个,合计 152.38 KB。数据集 DOI:10.6084/m9.figshare.21505856.v1。

【主题与分类】

源站学科分类:Intensive Care。主题标签:Cannula、Oxygenation、Respiratory rate、Airway extubation、Pneumonia、Critical care、Intensive care units。

【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://scielo.figshare.com/articles/dataset/The_Respiratory_Rate-Oxygenation_Index_predicts_failure_of_post-extubation_high-flow_nasal_cannula_therapy_in_intensive_care_unit_patients_a_retrospective_cohort_study/21505856

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

规范引用:Fuentes, Yuli V.; Carvajal, Katherine; Cardona, Santiago; Montaño, Gina Sofia; Ibáñez-Prada, Elsa D.; Bastidas, Alirio; et al. (2022). The Respiratory Rate-Oxygenation Index predicts failure of post-extubation high-flow nasal cannula therapy in intensive care unit patients: a retrospective cohort st…

【使用注意】

· 源站最后修改于 2023-06-02,引用时请注意版本时效。

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。

帮我联系

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 "5ce4239c5772b123de9cab5f95f110627f337af0.jpg" "https://ndownloader.figshare.com/files/38108027"
curl -L -o "8c0f72eec47b08d19d3e78c554867f4b334479b6.jpg" "https://ndownloader.figshare.com/files/38108030"
curl -L -o "f8dbe4d25f4c981f7da1ccbd909cd5c46ad8516c.jpg" "https://ndownloader.figshare.com/files/38108033"
curl -L -o "8b03aad262e13d0a7c7c1cdbd7e607edac66ce75.jpg" "https://ndownloader.figshare.com/files/38108036"

文件清单

  • 5ce4239c5772b123de9cab5f95f110627f337af0.jpg(74.00 KB)
  • 8c0f72eec47b08d19d3e78c554867f4b334479b6.jpg(2.57 KB)
  • f8dbe4d25f4c981f7da1ccbd909cd5c46ad8516c.jpg(73.36 KB)
  • 8b03aad262e13d0a7c7c1cdbd7e607edac66ce75.jpg(2.46 KB)

文件总体积 152.38 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

ABSTRACT Objective: To investigate the applicability of the Respiratory Rate-Oxygenation Index to identify the risk of high-flow nasal cannula failure in post-extubation pneumonia patients. Methods: This was a 2-year retrospective observational study conducted in a reference hospital in Bogotá, Colombia. All patients in whom post-extubation high-flow nasal cannula therapy was used as a bridge to extubation were included in the study. The Respiratory Rate-Oxygenation Index was calculated to assess the risk of post-extubation high-flow nasal cannula failure. Results: A total of 162 patients were included in the study. Of these, 23.5% developed high-flow nasal cannula failure. The Respiratory Rate-Oxygenation Index was significantly lower in patients who had high-flow nasal cannula failure [median (IQR): 10.0 (7.7 - 14.4) versus 12.6 (10.1 - 15.6); p = 0.006]. Respiratory Rate-Oxygenation Index > 4.88 showed a crude OR of 0.23 (95%CI 0.17 - 0.30) and an adjusted OR of 0.89 (95%CI 0.81 - 0.98) stratified by severity and comorbidity. After logistic regression analysis, the Respiratory Rate-Oxygenation Index had an adjusted OR of 0.90 (95%CI 0.82 - 0.98; p = 0.026). The area under the Receiver Operating Characteristic curve for extubation failure was 0.64 (95%CI 0.53 - 0.75; p = 0.06). The Respiratory Rate-Oxygenation Index did not show differences between patients who survived and those who died during the intensive care unit stay. Conclusion: The Respiratory Rate-Oxygenation Index is an accessible tool to identify patients at risk of failing high-flow nasal cannula post-extubation treatment. Prospective studies are needed to broaden the utility in this scenario.

许可

CC BY 4.0

引用

学术使用请引用 DOI 10.6084/m9.figshare.21505856.v1(source: https://scielo.figshare.com/articles/dataset/The_Respiratory_Rate-Oxygenation_Index_predicts_failure_of_post-extubation_high-flow_nasal_cannula_therapy_in_intensive_care_unit_patients_a_retrospective_cohort_study/21505856)。

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。

⚡️ 需要数据支持或标注服务?立即联系我们获取专业方案。

获取专属数据定制方案