machine learning – Medxy AI

Machine Learning-enhanced Steroid Profiling for Rapid Diagnosis of Congenital Adrenal Steroidogenesis Disorders

By MedXY 09/19/2026

This article reviews a validated machine learning decision-tree model using LC-MS/MS steroid profiles to accurately and rapidly diagnose congenital disorders of adrenal steroidogenesis (CDAS), enhancing clinical decision-making and patient outcomes.

news Radiology Respiratory

Enhancing COPD Detection through Integrated Quantitative CT Biomarkers in Lung Cancer Screening Programs

By MedXY 09/10/2026

This study demonstrates that combining quantitative CT biomarkers with clinical data significantly improves the detection of previously undiagnosed COPD within lung cancer screening populations, optimizing referrals for confirmatory spirometry and enabling earlier diagnosis.

General Surgery Hematology-Oncology news

Circulating Exosomal microRNA Signature Enhances Preoperative Detection of Occult Liver Metastases in Pancreatic Cancer

By MedXY 09/07/2026

A multicenter study developed a robust exosomal microRNA-based model enabling preoperative detection of occult liver micrometastasis in pancreatic ductal adenocarcinoma, improving risk stratification and guiding treatment sequencing.

AI news OB/GYN & Women’s Health

Harnessing Artificial Intelligence for Early Detection of Ovarian Cancer: Development and Validation of a Predictive Risk Model

By MedXY 08/31/2026

A novel AI-driven risk prediction model for ovarian cancer demonstrates high accuracy and potential to improve early detection in screening settings.

news Otorhinolaryngology Pediatrics

Enhancing Early Detection of Neonatal Hearing Loss: A Machine Learning Risk Stratification Approach

By MedXY 08/31/2026

This article discusses a novel machine learning-based tool, especially XGBoost, to predict hearing loss risk in high-risk neonates using clinical factors for targeted early intervention.

Diabetes & Endocrinology news

Optimizing Capillary Ketone Testing Frequency to Predict Short-Term Diabetic Ketoacidosis Risk in Type 1 Diabetes

By MedXY 08/30/2026

Weekly well-day capillary ketone testing maintains predictive accuracy for 1-month diabetic ketoacidosis risk, offering a practical and less burdensome monitoring strategy for patients with type 1 diabetes.

Cardiology news

Advancing Prognostication in Transthyretin Amyloid Cardiomyopathy: A Machine Learning Risk Prediction Model

By MedXY 08/30/2026

A novel machine learning-based model demonstrates improved risk prediction in transthyretin amyloid cardiomyopathy, surpassing traditional staging systems and supporting personalized patient management.

AI news Otorhinolaryngology

Binary to Personalized: Enhancing Cochlear Implant Candidate Screening with Machine Learning Probability Scores

By MedXY 08/23/2026

This study introduces a validated machine learning tool providing personalized probability scores to improve cochlear implant candidacy screening, surpassing traditional rules by enabling tailored patient counseling and identifying borderline cases.

Gastroenterology news Oncology

Multiomic Profiling and Machine Learning Reveal Distinct Molecular Subtypes of Cholangiocarcinoma and Identify TNK1 as a Novel Therapeutic Target

By MedXY 08/21/2026

This study delineates three unique molecular subtypes of cholangiocarcinoma via integrated multiomic and machine learning methodologies, highlighting TNK1 kinase as a promising targeted therapy in a metabolic subtype.

AI Cardiology news

AI-ECG for Detecting Structural Heart Disease in the Community: Evaluating Real-World Applicability in the PREVUE-VALVE Study

By MedXY 08/21/2026

The PREVUE-VALVE Study demonstrates that AI-ECG models developed in hospital settings show reduced diagnostic accuracy when applied to community populations with lower disease prevalence and milder structural heart disease, underscoring the need for context-specific evaluation.

AI news Otorhinolaryngology

Artificial Intelligence Enhances Risk Prediction for Postoperative Complications After Tongue Cancer Surgery

By MedXY 08/18/2026

Machine learning models can effectively predict major 30-day complications following glossectomy for tongue cancer, improving individualized risk assessment over traditional methods.

AI Neurology news

Early Prediction of Upper-Limb Recovery Poststroke Using Machine Learning: A Clinically Feasible Approach

By MedXY 08/18/2026

A machine learning model using simple clinical tests within 72 hours poststroke accurately predicts 6-month upper-limb motor outcomes, aiding rehabilitation planning.

Neurology news

MRI-Based Brain Network Disruption Predicts Long-Term Seizure Recurrence in Temporal Lobe Epilepsy Surgery

By MedXY 08/17/2026

Advanced MRI connectome analysis identifies disruption of key brain hubs as biomarkers predicting long-term seizure recurrence after temporal lobe epilepsy surgery, improving postoperative risk stratification.

Neurology news

Diverse Readmission Profiles After Chronic Subdural Hematoma: Insights from Machine Learning Phenotyping

By MedXY 08/09/2026

Readmissions following chronic/subacute subdural hematoma hospitalizations are common and mostly nonsurgical, with varied clinical trajectories. Machine learning analysis reveals distinct patient clusters with unique readmission risks, underscoring the need for tailored postdischarge care and broader trial endpoints.

Cardiology Internal Medicine news

Risk-Guided Screening for Atrial Fibrillation Using Electronic Health Records

By MedXY 07/30/2026

A machine learning model using electronic health records effectively identifies patients at high risk of atrial fibrillation, enabling targeted screening and early diagnosis to prevent stroke.

Cardiology news Pathology & Lab Medicine/Bệnh học

Development and Validation of a Simplified Martin-Hopkins LDL-C Equation Using Machine Learning

By MedXY 07/18/2026

This study introduces and validates a simplified machine learning-based equation for estimating LDL cholesterol, showing comparable accuracy to the original Martin-Hopkins method and improved ease of use.

AI news Plastic Surgery

Harnessing Machine Learning to Predict Patient-Reported Outcomes After Breast Reconstruction: A Step Forward in Personalized Surgical Care

By MedXY 07/16/2026

Recent research demonstrates that machine learning algorithms can accurately predict patient-reported outcomes one year after breast reconstruction, potentially enhancing shared decision-making and individualized care planning.

Critical Care Hematology-Oncology news

Harnessing Machine Learning for Prognostic Precision in Secondary Hemophagocytic Lymphohistiocytosis

By MedXY 07/07/2026

The HLH-Risk-Calculator utilizes machine learning to predict initial disease severity and mortality at multiple time points in adult patients with secondary hemophagocytic lymphohistiocytosis, highlighting key biomarkers and advocating for external validation.

Internal Medicine Neurology news

Harnessing Acoustic Analysis in Primary Care to Detect Cognitive Impairment: A Novel Screening Approach

By MedXY 06/28/2026

Machine learning analysis of brief patient-physician conversations using acoustic speech features can effectively screen for cognitive impairment in primary care settings, enabling scalable early detection.

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.