deep learning – Medxy AI

Advancing Inner Ear Imaging: A Synchrotron-Based Deep Learning Network Outperforms Expert Segmentation in Clinical CT Scans

By MedXY 10/29/2026

A novel deep learning network trained on synchrotron imaging data automates accurate inner ear segmentation in clinical CT, surpassing expert performance and establishing a new standard for preoperative planning.

news Radiology Respiratory

Deep Learning on CT Scans Enhances Prognostication of Interstitial Lung Abnormalities

By MedXY 10/20/2026

A deep learning model classifying usual interstitial pneumonia patterns on CT scans predicts fibrosis progression and mortality in individuals with interstitial lung abnormalities, offering a promising tool for risk stratification and clinical trials.

news Pathology & Lab Medicine Superintelligence

Harnessing Deep Learning for Accurate Differentiation of Fibro-Osseous Jaw Lesions

By MedXY 10/16/2026

A novel deep learning model significantly improves diagnostic accuracy in distinguishing fibro-osseous jaw lesions (FD, COF, COD) from histology images, outperforming expert pathologists and offering a promising diagnostic support tool.

news Ophthalmology

Retinal Vasculometry Predicts Visual Field Progression in Primary Open Angle Glaucoma: Insights from Automated Fundus Photography Analysis

By MedXY 09/24/2026

Baseline retinal vascular features quantified by automated deep learning on fundus photographs are associated with future visual field decline in primary open-angle glaucoma, offering potential prognostic biomarkers to enhance patient risk stratification.

Cardiology news Superintelligence

Revolutionizing Aortic Stenosis Screening: AI-Enabled Focused Cardiac Ultrasound with Novice Operators

By MedXY 08/30/2026

A novel deep learning algorithm accurately detects moderate or greater aortic stenosis using AI-guided focused cardiac ultrasound acquired by novice operators, presenting a scalable solution to expand screening accessibility.

General Surgery news Superintelligence

Harnessing Deep Learning for Early Detection of Incisional Surgical Site Infections Through Wound Image Analysis

By MedXY 08/28/2026

A validated deep learning model accurately detects surgical site infections from wound images, offering a promising telemedicine tool for early postoperative monitoring and timely clinical intervention.

Clinical Updates news OB/GYN & Women's Health

Deep Learning Applications in Evaluating and Predicting Technical Surgical Skills in Robotic-Assisted Vaginal Cuff Closure: A Multicenter Prospective Study

By MedXY 08/24/2026

This review synthesizes evidence on deep learning models for assessing technical skills and error detection in robotic-assisted vaginal cuff closure, emphasizing objective surgical skill evaluation, model accuracy, and implications for surgical education and credentialing.

Allergy & Immunology Dermatology news

Early Prediction of Dupilumab Efficacy in Facial Atopic Dermatitis via Reflectance Confocal Microscopy and Deep Learning

By MedXY 08/12/2026

Reflectance confocal microscopy features at week 4 post-dupilumab treatment, combined with deep learning analysis, enable non-invasive prediction of therapeutic response in facial atopic dermatitis patients.

Neurology news Radiology

Deep Learning-Driven Synthetic MR Perfusion Maps: A Breakthrough in Acute Ischemic Stroke Imaging

By MedXY 08/12/2026

This study presents a deep learning model that generates synthetic T-max perfusion maps from noncontrast DWI and FLAIR sequences, potentially streamlining stroke imaging and eliminating the need for contrast agents.

Gastroenterology news Oncology

Revolutionizing Stage II Colorectal Cancer Prognostication: Validating Semantically-Enhanced AI for Risk Stratification

By MedXY 07/31/2026

A novel AI model, SÉMIL, integrating vision-language and multiple instance learning, improves prognostic accuracy for stage II colorectal cancer by refining risk stratification beyond current clinical assessments, especially within NCCN high-risk subgroups.

Hematology-Oncology news Superintelligence

MAIPI: A Novel AI-Powered Prognostic Index for Mantle Cell Lymphoma Using Routine Histology

By MedXY 07/12/2026

The MAIPI deep learning model offers a novel, accurate prognosis tool for mantle cell lymphoma, using standard H&E stained biopsy images, bypassing need for molecular tests or expert pathology, and enhancing risk stratification for individualized therapy.

Clinical Updates news Oncology Radiology

Predictive Power of MRI-Based Radiomic Dynamics for Pathological Complete Response in Hepatocellular Carcinoma: A Deep Learning Synthesis

By MedXY 03/15/2026

This review evaluates how deep learning-assisted delta radiomics on MRI, combined with AFP response, provides a non-invasive, high-accuracy prediction of pathological complete response in unresectable HCC undergoing conversion immunotherapy.

news Ophthalmology Superintelligence

Breaking the Hardware Barrier: How Domain-Shift AI Enables Vendor-Agnostic 3D OCT Macular Disease Detection

By MedXY 02/27/2026

A multicenter study in JAMA Ophthalmology introduces a deep learning model using domain-shift technology to accurately detect macular diseases across different OCT hardware vendors, achieving high negative predictive value and establishing a robust triage system for diverse clinical settings.

Neurology news Superintelligence

AI-Driven Prognosis: EEGSurvNet Accurately Predicts Seizure Timing From Routine EEG Data

By MedXY 01/28/2026

Researchers developed EEGSurvNet, a deep survival model that analyzes routine EEG to predict seizure risk over two years. Outperforming clinical models, it achieved an AUROC of 0.80 at two months and showed high efficacy in patients without visible epileptiform discharges.

news Oncology Superintelligence

Muscle-Bone Ratio: A New AI-Driven Biomarker for Anti-EGFR Response in Metastatic Colorectal Cancer

By MedXY 01/08/2026

A deep learning-derived sarcopenia marker, the muscle-bone ratio (MBR), has been shown to predict the efficacy of anti-EGFR maintenance therapy in patients with RAS wild-type metastatic colorectal cancer, potentially identifying those who truly benefit from treatment intensification.

news Otorhinolaryngology Superintelligence

Deep Learning in Otolaryngology: Promises, Performance, and Pathways to Clinical Use

By MedXY 11/19/2025

This critical synthesis of a 2020–2025 narrative review (327 DL studies) evaluates deep learning (DL) applications across diagnosis, prognosis, segmentation, and emerging intraoperative uses in otolaryngology and outlines practical steps for safe, equitable implementation.

Ophthalmology Specialties Superintelligence

Deep Learning Predicts Glaucoma Risk via Retinal Nerve Fiber Layer Thickness from Ocular Hypertension Photographs

By MedXY 09/12/2025

Deep learning models predicting RNFL thickness from optic disc photographs can identify ocular hypertension patients at higher risk for primary open-angle glaucoma, enhancing early risk assessment and monitoring disease progression.