Pulmonology

Latest AI and machine learning research in pulmonology for healthcare professionals.

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Leveraging large language models for patient-ventilator asynchrony detection.

OBJECTIVES: The objective of this study is to evaluate whether large language models (LLMs) can achieve performance comparable to expert-developed deep neural networks in detecting flow starvation (FS) asynchronies during mechanical ventilation.

Jun 27 2025 40578847

Radiomic 'Stress Test': exploration of a deep learning radiomic model in a high-risk prospective lung nodule cohort.

BACKGROUND: Indeterminate pulmonary nodules (IPNs) are commonly biopsied to ascertain a diagnosis of lung cancer, but many are ultimately benign. The Lung Cancer Prediction (LCP) score is a commercially available deep learning radiomic model with strong diagnostic performance in incidentally identified IPNs, but its potential use to reduce the need for invasive procedures has not been evaluated in...

Jun 27 2025 40579208
Breath profiles in paediatric allergic asthma by proton transfer reaction mass spectrometry.

INTRODUCTION: Enhancing paediatric asthma diagnosis is crucial. Molecular analysis of exhaled breath is a rapidly evolving field aimed at harnessing e...

Jun 27 2025 40579210
A multi-view CNN model to predict resolving of new lung nodules on follow-up low-dose chest CT.

OBJECTIVE: New, intermediate-sized nodules in lung cancer screening undergo follow-up CT, but some of these will resolve. We evaluated the performance...

Jun 27 2025 40579621
A dataset of microscopic spirometra mansoni for medical image segmentation.

Accurate diagnosis of adult Spirometra mansoni infections remains challenging, due to the limited sensitivity and high cost associated with immunodiag...

Jun 26 2025 40578156
Clinical efficacy of AI in lung SABR planning: A comparative retrospective analysis.

This study evaluated the effectiveness of an integrated Artificial Intelligence (AI) planning tool in a lung stereotactic ablative body radiotherapy (...

Jun 26 2025 40579326
Deep learning-based contour propagation in magnetic resonance imaging-guided radiotherapy of lung cancer patients.

Fast and accurate organ-at-risk (OAR) and gross tumor volume (GTV) contour propagation methods are needed to improve the efficiency of magnetic resona...

Jun 26 2025 40570891
European Respiratory Society Clinical Practice Guideline on Telemedicine in Home Mechanical Ventilation.

BACKGROUND: With the increasing prevalence of patients on home mechanical ventilation (HMV), changing indications, shortage of hospital resources, and...

Jun 26 2025 40571319
Development, deployment, and feature interpretability of a three-class prediction model for pulmonary diseases.

PURPOSE: To develop a high-performance machine learning model for predicting and interpreting features of pulmonary diseases.

Jun 26 2025 40571839
Machine learning prediction models for stroke-associated pneumonia:Meta-analysis.

OBJECTIVE: The heterogeneity of machine learning (ML) models predicting the risk of stroke-associated pneumonia (SAP) is considerable. This study aims...

Jun 25 2025 40570761
Exploring the complex interplay between oral infection, periodontitis, and robust microRNA induction, including multiple known oncogenic miRNAs.

() is an oral commensal bacterium that can become pathogenic and is associated with periodontitis, adverse pregnancy outcomes, and colorectal cancer ...

Jun 25 2025 40558049
A Novel nor@DHB Matrix for Direct Microbial Analysis in Lung Cancer Tissues.

Dynamic changes occurring in the lung microbiota can impact the initiation, progression, and prognosis of lung cancer (LC). Consequently, the developm...

Jun 25 2025 40560035
[AI-enabled clinical decision support systems: challenges and opportunities].

Clinical decision-making is inherently complex, time-sensitive, and prone to error. AI-enabled clinical decision support systems (CDSS) offer promisin...

Jun 25 2025 40560226
Safety of nonselective nonsteroidal anti-inflammatory drugs in cardiac surgery: a historical cohort study.

PURPOSE: Pain management after cardiac surgery is imperative, as inadequate analgesia can increase the risk of myocardial ischemia, thromboembolism, a...

Jun 25 2025 40560345
BronchoGAN: anatomically consistent and domain-agnostic image-to-image translation for video bronchoscopy.

Purpose The limited availability of bronchoscopy images makes image synthesis particularly interesting for training deep learning models. Robust image...

Jun 25 2025 40560442
Efficacy of an Automated Pulmonary Embolism (PE) Detection Algorithm on Routine Contrast-Enhanced Chest CT Imaging for Non-PE Studies.

The urgency to accelerate PE management and minimize patient risk has driven the development of artificial intelligence (AI) algorithms designed to pr...

Jun 25 2025 40563035
Personalized machine learning models for noninvasive hypoglycemia detection in people with type 1 diabetes using a smartwatch: Insights into feature importance during waking and sleeping times.

Hypoglycemia is a major challenge for people with diabetes. Therefore, glycemic monitoring is an important aspect of diabetes management. However, cur...

Jun 25 2025 40560992
Improved swin transformer-based thorax disease classification with optimal feature selection using chest X-ray.

Thoracic diseases, including pneumonia, tuberculosis, lung cancer, and others, pose significant health risks and require timely and accurate diagnosis...

Jun 25 2025 40561187
Streamlining tuberculosis detection with foundation model-based weakly supervised transformer.

Tuberculosis (TB) remains a major global health challenge, particularly in low- and middle-income countries. Traditional microscopy-based diagnostics ...

Jun 24 2025 40561575
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