AI – Page 2 – Medxy AI

Enhancing End-of-Life Mortality Prediction in Emergency Departments Using Collaborative AI Tools

By MedXY 07/02/2026

A study comparing physician-based surprise question, AI-driven GEST model, and a combined approach shows improved accuracy and efficiency in predicting 6-month mortality among older ED patients.

AI news Otorhinolaryngology Radiology

Advancing Otologic Imaging: Machine Learning-Derived Synthetic CT from Temporal Bone MRI

By MedXY 06/25/2026

A machine learning algorithm can generate synthetic CT images from temporal bone MRI, enabling visualization of bone and soft tissue simultaneously without radiation, useful for otologic surgical planning and localization.

AI General Surgery news

Multicenter Validation Suggests MySurgeryRisk Can Accurately Predict Major Postoperative Complications and In-Hospital Mortality Across Diverse Hospitals

By MedXY 06/10/2026

In a 14-institution cohort of more than 508,000 operations, MySurgeryRisk maintained high discrimination for ICU admission, mechanical ventilation, acute kidney injury, and in-hospital mortality using routine electronic health record data.

AI news Oncology

AI Model Shows Moderate Accuracy for Predicting Complete Response After Total Neoadjuvant Therapy in Locally Advanced Rectal Cancer

By MedXY 06/08/2026

A fine-tuned ensemble of tabular foundation models moderately predicted pathological complete response after TNT and showed potential to support watch-and-wait selection after recalibration.

AI Gastroenterology news

Computer-Aided Detection Increased Adenoma Detection in a Large Pragmatic Cluster Randomized Colonoscopy Study

By MedXY 06/07/2026

In a large Veterans Health Administration cluster randomized study, CADe availability increased adenoma detection during colonoscopy without changing withdrawal time or nonadenomatous lesion detection.

AI news OB/GYN & Women’s Health

Phenotyping Preeclampsia Using Unsupervised Machine Learning: A Prospective Cohort Study

By MedXY 06/06/2026

Unsupervised machine learning identified three distinct preeclampsia phenotypes linked to timing of delivery, placental dysfunction, fetal growth, and complications, suggesting a path toward more personalized risk assessment and management.

AI Hematology-Oncology news

Choosing a Stem Cell Donor: Why Age Matters More in Some Transplants Than Others

By MedXY 05/21/2026

A major 2026 study suggests donor age affects survival differently in haploidentical and matched unrelated stem cell transplants, offering a more practical framework for choosing the best donor.

AI General Surgery news

ChatGPT Assigned Different Traits to “Great Surgeons” by Race, Gender, and Sexual Orientation, Exposing Stereotypes Relevant to Academic Surgery

By MedXY 05/13/2026

A qualitative study found that ChatGPT 3.5 described “great surgeons” differently by demographic identity, echoing stereotypes that may shape evaluations, leadership perceptions, and inclusion in surgery.

AI Cardiology news

AI-ECG Identified Left Ventricular Systolic Dysfunction in Kenya With High Sensitivity and Excellent Rule-Out Performance

By MedXY 05/06/2026

In Kenyan outpatient clinics, an AI-enabled ECG algorithm showed strong discrimination for left ventricular systolic dysfunction, with 95.6% sensitivity and 99.1% negative predictive value against echocardiography.

AI Emergency Medicine news

Ambient AI Scribes Reduced Emergency Department Documentation Time, but Early Adoption Was Limited and Highly Concentrated

By MedXY 05/05/2026

In a real-world academic emergency department, ambient AI scribe use was uncommon and concentrated among a small group of physicians, but when used it was associated with shorter documentation and total EHR time.

AI Gastroenterology news

AI Radiomics Detects Visually Occult Pancreatic Cancer on CT Nearly 16 Months Before Diagnosis and Outperforms Radiologists

By MedXY 05/04/2026

A multi-institutional AI model identified pre-diagnostic pancreatic cancer on routine CT with meaningful lead time, higher sensitivity than radiologists, longitudinal stability, and externally validated specificity in a low-prevalence setting.

AI Family Medicine & Nutrition news

AI vs. Human Clinicians: Study Reveals Gaps in AI-Generated Clinical Notes

By MedXY 04/21/2026

A cross-sectional evaluation of AI-generated clinical notes found significant quality deficits compared to human-produced notes, particularly in thoroughness, organization, and usefulness.

AI Cardiology news

Adaptive AI Transforms Cardiovascular Event Adjudication: New Algorithm Achieves Near-Human Accuracy Across Multiple Endpoints

By MedXY 04/05/2026

Researchers developed and validated ADAPT-CEC, an artificial intelligence algorithm that can adjudicate cardiovascular events across different trial definitions. A hybrid approach combining AI with selective human review achieved 95.6% accuracy and replicated major trial results.

AI Neurology news

Beyond Immersion: Why Combining Action Observation with Virtual Reality is a Game-Changer for Post-Stroke Hand Recovery

By MedXY 03/22/2026

A multicenter randomized controlled trial reveals that integrating action observation with virtual reality significantly improves paretic hand dexterity in stroke patients, with benefits persisting six months post-intervention, offering a superior multimodal approach to traditional neurorehabilitation.

AI Cardiology Clinical Updates news

Precision Prediction of Incident Heart Failure: The Clinical Integration of AI-Enabled Electrocardiography

By MedXY 03/09/2026

This review evaluates the breakthrough ECG2HF model, a publicly available AI tool that outperforms standard clinical scores in predicting 10-year heart failure risk using 12-lead ECG waveforms.

AI Clinical Updates Dermatology news

The Era of the ‘Virtual Biopsy’: Cross-Modal Imaging and the Noninvasive Identification of Skin Histology

By MedXY 03/04/2026

This review evaluates a pivotal study demonstrating that cross-modal imaging identifies skin histologic features with over 96% accuracy, offering a safe and effective noninvasive alternative to traditional biopsy for clinical decision-making.

AI news Ophthalmology

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.

AI news Radiology

AI-Supported Mammography Outperforms Standard Double Reading: Insights from the MASAI Trial

By MedXY 02/25/2026

The MASAI trial demonstrates that AI-supported mammography screening achieves higher sensitivity and non-inferior interval cancer rates compared to standard double reading, while maintaining specificity and significantly reducing radiologist workload.

AI Cardiology news

AI-Enabled Stethoscopes in Primary Care: Why Implementation Science Matters More Than Algorithm Accuracy

By MedXY 02/25/2026

The TRICORDER trial demonstrates that while AI stethoscopes are capable of detecting heart failure, atrial fibrillation, and valvular disease, their real-world implementation in UK primary care did not yield a statistically significant increase in new diagnoses over 12 months.

AI news Urology

Telesurgery Breaks the Distance Barrier: Landmark RCT Confirms Non-Inferiority to Local Robotic Urology

By MedXY 02/23/2026

A multicentre randomized controlled trial demonstrates that robotic telesurgery over distances up to 2800 km is non-inferior to local surgery for urological procedures, maintaining high success rates, low latency, and equivalent safety profiles.