Critical Care

Latest AI and machine learning research in critical care for healthcare professionals.

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Machine Learning-Based Prediction to Support ICU Admission Decision Making among Very Old Patients with Respiratory Infections: A Proof of Concept on a Nationwide Population-Based Cohort Study.

BackgroundIntensive care unit (ICU) hospitalizations of very old patients with acute respiratory infection have risen. The decision-making process for ICU admission is multifaceted, and the prediction of long-term survival outcome is an important component. We hypothesized that data-driven algorithms could build long-term prediction by examining massive real-life data. Our objective was to assess ...

Jul 1 2025 40377186

Diagnostic tools in respiratory medicine (Review).

Recent advancements in diagnostic technologies have significantly transformed the landscape of respiratory medicine, aiming for early detection, improved specificity and personalized therapeutic strategies. Innovations in imaging such as multi-slice computed tomography (CT) scanners, high-resolution CT and magnetic resonance imaging (MRI) have revolutionized our ability to visualize and assess the...

Jul 1 2025 40420977
Machine learning in biofluid mechanics: A review of recent developments.

This review paper comprehensively examines recent advancements in machine learning (ML) applications within biofluid mechanics, with a targeted focus ...

Jul 1 2025 40413894
Ultra-low-power System-on-Chip for automated screening of central apnea and hypopnea via chin electromyography.

Central Apnea (CA) and Central Hypopnea (CH) are sleep disorders arising from the brain's inability to signal respiratory muscles, potentially leading...

Jul 1 2025 40435670
MHS U-Net: Multi-scale hybrid subtraction network for medical image segmentation.

Medical image segmentation plays a critical role in modern clinical diagnosis. However, existing methods face challenges such as insufficient feature ...

Jul 1 2025 40435671
Wet and dry cough classification using cough sound characteristics and machine learning: A systematic review.

BACKGROUND: Distinguishing between productive (wet) and non-productive (dry) cough types is important for evaluating respiratory health, assisting in ...

Jul 1 2025 40203586
A comprehensive review of ICU readmission prediction models: From statistical methods to deep learning approaches.

The prediction of Intensive Care Unit (ICU) readmission has become a crucial area of research due to the increasing demand for ICU resources and the n...

Jul 1 2025 40300338
Task-augmented cross-view imputation network for partial multi-view incomplete multi-label classification.

In real-world scenarios, multi-view multi-label learning often encounters the challenge of incomplete training data due to limitations in data collect...

Jul 1 2025 40088833
Decomposition-based multi-scale transformer framework for time series anomaly detection.

Time series anomaly detection is crucial for maintaining stable systems. Existing methods face two main challenges. First, it is difficult to directly...

Jul 1 2025 40120551
Single-shot, receptor-free, rapid detection and classification of five respiratory viruses by machine learning integrated SERS sensing platform.

A machine learning integrated SERS sensing platform is developed for a single-shot, receptor-free, rapid detection and classification of five respirat...

Jul 1 2025 40139050
DABstep: Data Agent Benchmark for Multi-step Reasoning

We introduce DABstep, a novel benchmark for evaluating AI agents on realistic multi-step data analysis tasks. DABstep comprises over 450 real-world ...

Enhancing Live Broadcast Engagement: A Multi-modal Approach to Short Video Recommendations Using MMGCN and User Preferences

The purpose of this paper is to explore a multi-modal approach to enhancing live broadcast engagement by developing a short video recommendation sys...

High Resolution Isotropic 3D Cine imaging with Automated Segmentation using Concatenated 2D Real-time Imaging and Deep Learning

Background: Conventional cardiovascular magnetic resonance (CMR) in paediatric and congenital heart disease uses 2D, breath-hold, balanced steady st...

[Application of multi-scale spatiotemporal networks in physiological signal and facial action unit measurement].

Multi-task learning (MTL) has demonstrated significant advantages in the field of physiological signal measurement. This approach enhances the model's...

Jun 25 2025 40566778
Deep learning-based forecasting of daily maximum ozone levels and assessment of socioeconomic and health impacts in South Korea.

Accurate forecasting of ground-level ozone (O) is essential for assessing its public health and socioeconomic impacts. This study evaluates the perfor...

Jun 25 2025 40409021
DeVisE: Behavioral Testing of Medical Large Language Models

Large language models (LLMs) are increasingly used in clinical decision support, yet current evaluation methods often fail to distinguish genuine me...

MSNeRV: Neural Video Representation with Multi-Scale Feature Fusion

Implicit Neural representations (INRs) have emerged as a promising approach for video compression, and have achieved comparable performance to the s...

IntelliLung: Advancing Safe Mechanical Ventilation using Offline RL with Hybrid Actions and Clinically Aligned Rewards

Invasive mechanical ventilation (MV) is a life-sustaining therapy for critically ill patients in the intensive care unit (ICU). However, optimizing ...

IKDiffuser: Fast and Diverse Inverse Kinematics Solution Generation for Multi-arm Robotic Systems

Solving Inverse Kinematics (IK) problems is fundamental to robotics, but has primarily been successful with single serial manipulators. For multi-ar...

Efficient multi-view training for 3D Gaussian Splatting

3D Gaussian Splatting (3DGS) has emerged as a preferred choice alongside Neural Radiance Fields (NeRF) in inverse rendering due to its superior rend...

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