Risk Prediction – Medxy AI

Quantifying the Surgeon’s Intuition: Visual Analog Scale as a Predictor of Postoperative Outcomes

By MedXY 10/10/2026

Surgeons' preoperative subjective assessments quantified by visual analog scale significantly predict severe postoperative complications, enhancing traditional risk models for better perioperative prognosis.

Diabetes & Endocrinology news Respiratory

Harnessing Explainable Machine Learning for Personalized Obesity Hypoventilation Syndrome Risk Prediction in Bariatric Surgery Candidates

By MedXY 09/26/2026

An explainable machine learning model identifies bariatric surgery candidates at risk for obesity hypoventilation syndrome using seven accessible clinical variables, enhancing early diagnosis and perioperative risk management.

Cardiology Neurology news

Identifying and Mitigating Risk Factors for Intracranial Haemorrhage Following Tenecteplase Fibrinolysis in Acute Myocardial Infarction

By MedXY 09/23/2026

This study evaluates risk factors for intracranial haemorrhage after tenecteplase fibrinolysis in STEMI patients, developing a prediction model highlighting age, blood pressure, sex, weight, and dose interactions as key determinants.

Cardiology news

Advancing Prognostic Precision in HFpEF: The LIFE-Preserved Risk Prediction Model

By MedXY 09/11/2026

The LIFE-Preserved model accurately predicts short-term and lifetime risks of heart failure hospitalization or cardiovascular death in HFpEF patients, enabling tailored clinical risk stratification and improved management.

Diabetes & Endocrinology General Surgery news

Predicting Hypothyroidism After Hemithyroidectomy: Development and Validation of a Clinical Nomogram for Personalized Risk Assessment

By MedXY 09/05/2026

A validated nomogram predicts hypothyroidism risk within 12 months after hemithyroidectomy using clinical and pathological variables, aiding tailored patient counseling and postoperative monitoring.

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.

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.

news Respiratory

Refining COPD Exacerbation Risk Categories Enhances Prediction of Future Episodes

By MedXY 08/20/2026

A recent study demonstrates that defining COPD exacerbation risk by any moderate or severe event over two years improves prediction accuracy and clinical decision-making compared to the standard one-year criteria.

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.

Internal Medicine news Public Health

Evaluating LACE and HOSPITAL Scores for Predicting 30-day Readmissions in a Pakistani Tertiary Care Setting

By MedXY 08/07/2026

A large retrospective study from Pakistan shows that LACE and HOSPITAL scores have fair accuracy in predicting 30-day readmissions among internal medicine patients, supporting their use in LMIC hospitals to target interventions and improve care outcomes.

Cardiology news Respiratory

Enhancing Risk Prediction After TAVI: The COPD-Augmented R₂CHA₂DS₂-VA Score and Its Prognostic Value

By MedXY 07/03/2026

A novel risk score incorporating COPD and graded renal dysfunction improves prediction of one-year mortality post-TAVI, showing excellent internal validity but requiring external validation before clinical use.

Diabetes & Endocrinology news

Proteomic Markers Predicting Progression from Impaired Fasting Glucose to Diabetes: Insights from the ARIC Study

By MedXY 06/27/2026

This study identifies six plasma proteins associated with 3-year progression from impaired fasting glucose to diabetes, enhancing risk prediction and offering new mechanistic insights.

Clinical Updates news

Laminopathies: Natural History and Risk Prediction of Heart Failure

By MedXY 06/26/2026

This review synthesizes recent advances in understanding the natural history of LMNA-related cardiomyopathies and introduces the first validated prediction model for severe heart failure events, enhancing early risk stratification and management.

Neurology news Public Health

Digital Sleep-Wake Cycle Metrics and Dementia Prediction in Older Adults

By MedXY 05/26/2026

Wearable accelerometer sleep-wake patterns were linked to later dementia risk in two UK cohorts and modestly improved prediction beyond age and standard risk factors.

Cardiology Neurology news

Late-Life Stroke in ARIC Was More Often Embolic, and Atrial Disease Explained Much of the Risk

By MedXY 05/01/2026

In ARIC, ischemic stroke at age 80 years or older was more often embolic than thrombotic. Atrial fibrillation and left atrial disease explained much of the age effect, and adding embolic factors improved prediction.

Hematology-Oncology news Pediatrics Public Health

New Statistical Model Predicts Chronic ITP in Children at Diagnosis

By MedXY 04/21/2026

A novel statistical model predicts chronic immune thrombocytopenia (ITP) in children at diagnosis, using age, sex, immunoglobulin levels, and lab values, offering early clinical guidance.

Dermatology news Rheumatology

The TIP-CA Model: A Validated Tool to Stratify Cancer Risk in Adult Dermatomyositis Patients

By MedXY 03/04/2026

Researchers have developed and validated the TIP-CA model, a clinical tool using five key factors—anti-TIF1-γ, ILD absence, poikiloderma, DM subtype, and anemia—to accurately predict malignancy risk in patients with dermatomyositis, enabling earlier detection and personalized screening.

Cardiology news Public Health

Integrating Metabolomics and Polygenics with SCORE2: A New Frontier in Cardiovascular Risk Stratification

By MedXY 01/05/2026

A large-scale UK Biobank study demonstrates that combining NMR metabolomics, polygenic risk scores, and clinical biomarkers with SCORE2 significantly enhances cardiovascular risk prediction, potentially doubling the number of prevented events through improved clinical reclassification.

Clinical Updates news Oncology

Precision in Prevention: The Role of Prediction-Augmented Shared Decision-Making in Enhancing Lung Cancer Screening Uptake

By MedXY 12/28/2025

This review evaluates the impact of integrating risk-prediction models into shared decision-making for lung cancer screening, focusing on clinical implementation strategies that prioritize high-benefit populations.