Gastroenterology

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

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CT attenuation-based hepatic steatosis assessment using 3D organ segmentation: Impact of tube voltage and need for cutoff adjustment.

PURPOSE: To investigate the impact of tube voltage on CT attenuation-based parameters derived from 3...

Jun 2026 42330676
Adaptive distribution-aware transformer for multi-scale visual representation learning on imbalanced and low-resolution data.

Deep learning models often struggle with class imbalance and low-resolution medical images, where cr...

Jun 2026 42330836
Changes in liver resections and associated outcomes over thirty years: a nationwide analysis using a machine learning approach.

BACKGROUND: In contrast to three decades ago, liver resection (LR) is now an increasingly common pro...

Jun 2026 42322708
Automated diagnosis of Helicobacter pylori infection from routine endoscopic images using deep learning: a development and validation study.

BACKGROUND: Real-time endoscopic diagnosis of Helicobacter pylori infection remains challenging and ...

Jun 2026 42310547
Applying machine learning to pharmacovigilance data: A proof-of-concept study.

AIM: Machine learning (ML) applications in pharmacovigilance remain limited and underexplored. Using...

(3)
Jun 2026 42310861
Clinical and laboratory characteristics associated with liver failure in hospitalized dengue patients: insights from a non-endemic region.

BACKGROUND: Dengue fever is an emerging public health issue expanding into non-endemic regions like ...

Jun 2026 42304250
Innovation and commercialization pathway in gastrointestinal endoscopy: a practical primer from American Society for Gastrointestinal Endoscopy.

Gastrointestinal endoscopy has undergone rapid technological evolution, yet many clinician innovator...

(2)
Jun 2026 42307510
Visceral adipose tissue inflammation in endometrial cancer.

BACKGROUND: Obesity is the largest risk factor for endometrial cancer. Body Mass Index (BMI) does no...

Jun 2026 42308582
Real-world impact of artificial intelligence on adenoma detection: A cross-sectional study at a single center in Lima, Peru.

INTRODUCTION: The use of artificial intelligence (AI) in endoscopic studies has grown in recent year...

Jun 2026 42309857
Multi-label dynamic diagnosis of pancreatic diseases using AI-enhanced endoscopic ultrasound: a multi-cohort real-world study.

BACKGROUND: Artificial intelligence (AI) is a promising tool for pancreatic disease diagnosis using ...

Jun 2026 42310197
Synthetic data generation: challenges and perspectives for gastrointestinal medicine.

In the era of artificial intelligence, machines are demonstrating an unprecedented capacity to learn...

Jun 2026 42310470
Toxicity assessment in preclinical histopathology via class-aware Mahalanobis distance for known and novel anomalies.

Drug-induced toxicity is a leading cause of preclinical and early-clinical failure, making early det...

Jun 2026 42303677
Super-resolution deep learning-enhanced 2D MRCP improves main pancreatic duct visualization compared with 3D MRCP.

PURPOSE: The relative merits of 2D and 3D MRCP remain incompletely defined, and the effect of super-...

Jun 2026 42320143
Noninvasive identification of proliferative hepatocellular carcinoma based on CEUS quantitative morphological feature.

OBJECTIVES: To investigate the diagnostic performance of the quantitative morphological feature of s...

Jun 2026 42320144
nnU-Net-based CT segmentation of perigastric varices in sinistral portal hypertension: a multicenter study.

PURPOSE: To develop a deep learning model based on nnU-Net for automated segmentation of all perigas...

(2)
Jun 2026 42301285
High performance deep-learning model for the diagnosis of auto-immune hepatitis based on histological whole slide images.

Autoimmune Hepatitis (AIH) is a liver disease with a wide clinical spectrum, driven by an abnormal i...

(1)
Jun 2026 42301307
Abdominal Dual-Energy CT with Deep Learning Reconstruction: Preserving Image Quality and Hepatic Lesion Conspicuity with Reduced Radiation and Contrast.

The objective was to evaluate the image quality and hepatic lesion conspicuity in a dual-low-dose (r...

(1)
Jun 2026 42301381
Helicobacter pylori phages: resource landscape, translational challenges, and engineered antibacterial strategies.

Helicobacter pylori (H. pylori) is a globally prevalent gastric pathogen whose increasing antimicrob...

Jun 2026 42301484
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