Pulmonology

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

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Deep-learning-based diagnostic models for transcutaneous oxygen pressure-defined peripheral arterial disease and lower extremity wound healing in patients with diabetic foot.

BACKGROUND: Few studies have evaluated peripheral artery disease (PAD) and wound healing in patients with lower extremity wounds using a convolutional neural network (CNN)-based deep learning algorithm. We aimed to establish a CNN deep-learning model based on transcutaneous oxygen pressure (TcPO2)-annotated wound images for detecting PAD and wound healing in diabetic patients with lower extremity ...

Apr 11 2026 41965731

Tandem bulk oxygen diffusion and surface reactions in reducible metal oxides control redox cycle dynamics.

The interplay between bulk oxygen diffusion and surface reactions in reducible metal oxides is key in heterogeneous catalysts, but direct measurements of oxygen mobility, transient kinetics, and in situ spectroscopies have been lacking. Here, we reveal complex dynamic behavior of ceria-zirconia by H2 using transient kinetics via mass spectrometry and in situ Raman and near-ambient pressure x-ray p...

Apr 11 2026 41963336
Phase-constrained zero-shot self-supervised learning for BLADE liver MRI reconstruction.

INTRODUCTION: Liver MRI plays a critical role in the diagnosis and monitoring of liver disease; however, image quality is often degraded by respirator...

Apr 11 2026 41963628
Bacterial taxa associated with lung cancer cases in Southeast Asians: a pilot case-control study.

PURPOSE: Lung cancer is the leading cause of cancer-related mortality worldwide, yet its underlying mechanisms remain unclear. Disruptions in the resp...

Apr 10 2026 41961381
Identifying mitochondria-related signatures for tuberculosis diagnosis through machine learning on single-cell transcriptomics data and experimental verification.

Tuberculosis (TB) remains a major cause of infectious disease mortality. Early diagnosis is crucial for curbing transmission and initiating timely tre...

Apr 10 2026 41967724
Parsimonious machine learning model to predict 1-year mortality and procedural futility after transcatheter aortic valve replacement.

BACKGROUND: Current risk scores inadequately predict long-term mortality after transcatheter aortic valve replacement (TAVR), limiting their ability t...

Apr 10 2026 40713187
Artificial Intelligence in Asthma: From Diagnosis to Management.

Artificial intelligence (AI) offers new opportunities to improve asthma management across the care process. This review synthesizes evidence on AI app...

Apr 10 2026 41960858
Deep learning based automated assessment of end-inspiratory pause maneuver reliability in invasive mechanical ventilation.

OBJECTIVE: Manual end-inspiratory pause maneuvers (EIPM) for plateau pressure (Pplat) measurement suffer from significant variability, yet no objectiv...

Apr 10 2026 41962572
LobePrior segments lung lobes on computed tomography images in the presence of severe abnormalities.

The development of robust algorithms for lung and lobe segmentation is essential for diagnosing and monitoring pulmonary diseases. Obtaining manual or...

Apr 10 2026 41963526
Deep learning-based pathomics signature predicts prognosis and treatment response in gastric cancer: a multicenter retrospective study.

The existing TNM staging system provides insufficient prognostic information in gastric cancer (GC) patients. This study aims to establish a pathomics...

Apr 10 2026 41957258
Thrombosis after surgical splenectomy - why, in whom and can we prevent it?

Splenectomy remains a common operation performed in the setting of trauma, haematological disease, malignancy and diagnostic purposes. Contemporary ev...

Apr 9 2026 41966549
Artificial intelligence for metabolic dysfunction-associated steatotic liver disease diagnosis: A systematic review.

Metabolic dysfunction-associated steatotic liver disease (MASLD) poses significant diagnostic challenges. We conducted a systematic review of artifici...

Apr 9 2026 41962452
Excited-State-Guided Molecular Design System for Type I Photosensitizers.

Type I photosensitizers (PSs), which generate Type I reactive oxygen species (ROS) through the electron transfer pathway and remain effective under hy...

Apr 9 2026 41953942
S3F-Net: A Multi-Modal Approach to Medical Image Classification via Spatial-Spectral Summarizer Fusion Network.

Convolutional Neural Networks (CNNs) have become a cornerstone of medical image analysis due to their proficiency in learning hierarchical spatial fea...

Apr 9 2026 41955155
Explainable deep learning-based lung cancer diagnosis using clinically-guided local interpretable model-agnostic explanations.

Lung cancer remains one of the leading causes of cancer-related deaths worldwide, highlighting the urgent need for accurate and interpretable diagnost...

Apr 9 2026 41957146
Intraoperative video-based artificial intelligence model exceeding surgeon accuracy for predicting severe fibrosis in minimally invasive liver surgery.

Accurate evaluation of liver fibrosis is essential for surgical planning in patients with hepatocellular carcinoma (HCC), as advanced fibrosis or cirr...

Apr 9 2026 41957239
K-STAMM: a knowledge-enhanced spatial - temporal attention model with multimodal fusion for pneumonia prediction.

Precise prediction of pneumonia remains a challenge mainly because effective integration of clinical data that are highly heterogeneous is mandatory. ...

Apr 9 2026 41957440
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