预测ICU 2型糖尿病患者呼吸机相关性肺炎的数据集

资源简介

预测ICU 2型糖尿病患者呼吸机相关性肺炎的数据集

【数据集背景】

本数据集源站标题为《Predicting Ventilator-Associated Pneumonia in ICU Patients with Type 2 Diabetes — Data Preprocessing, Baseline Features, Correlation Analysis, Model Evaluation, the Web-based Calculator, and the TRIPOD-AI Guideline》。项目资助方：The Natural Science Foundation of Heilongjiang Province, China (No.SS2024H001).。源站首次发布：2026-07-29。

【数据内容】

源站原始描述：This dataset contains the baseline characteristics and supplementary data from a study of ICU patients with type 2 diabetes mellitus (T2DM), aiming to predict ventilator-associated pneumonia (VAP) using machine learning. The baseline characteristics table summarizes patient demographics, vital signs, and laboratory measurements. Supplementary figures illustrate the data preprocessing steps (histograms and boxplots before and after interquartile range cleaning), missing value imputation using the…

【数据结构与技术规格】

文件数 12 个，合计 2.20 MB。Supplementary-Table 1.pdf：application/pdf，132.02 KB。Fig.S1.tiff：image/png，208.47 KB。Fig.S2.tiff：image/png，209.33 KB。数据集 DOI：10.6084/m9.figshare.30454706.v13。

【主题与分类】

源站学科分类：Intensive care、Endocrinology、Machine learning not elsewhere classified。主题标签：Type 2 diabetes mellitus、Ventilator-associated pneumonia、Intensive care unit、Data preprocessing、Model evaluation、Correlation analysis、Machine learning、Baseline characteristics。

【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://figshare.com/articles/dataset/Data_Preprocessing_Baseline_Characteristics_Variable_Correlation_Analysis_and_Model_Evaluation_for_Predicting_Ventilator-Associated_Pneumonia_in_ICU_Patients_with_Type_2_Diabetes_Mellitus/30454706

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

规范引用：Aoxing, Shi (2025). Predicting Ventilator-Associated Pneumonia in ICU Patients with Type 2 Diabetes — Data Preprocessing, Baseline Features, Correlation Analysis, Model Evaluation, the Web-based Calculator, and the TRIPOD-AI Guideline. figshare. Dataset