AIMC Topic: Risk Assessment

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A Novel Visual Model for Predicting Prognosis of Resected Hepatoblastoma: A Multicenter Study.

Academic radiology Mar 26, 2025
RATIONALE AND OBJECTIVES: This study aimed to evaluate the application of a contrast-enhanced CT-based visual model in predicting postoperative prognosis in patients with hepatoblastoma (HB).
Humans Prognosis Retrospective Studies Tomography, X-Ray Computed Female Child Liver Neoplasms Nomograms Contrast Media Hepatoblastoma Male Risk Assessment Infant Child, Preschool
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Machine Learning Identification of Patient Phenoclusters in Aortic Regurgitation.

JACC. Cardiovascular imaging Mar 26, 2025
BACKGROUND: Current treatment paradigms assume aortic regurgitation (AR) patients to be a homogenous population, but varied courses of disease progression and outcomes are observed clinically.
United States Aortic Valve Prognosis Unsupervised Machine Learning Retrospective Studies Predictive Value of Tests Middle Aged Female Sex Factors Risk Assessment Reproducibility of Results Aortic Valve Insufficiency Disease Progression Risk Factors Magnetic Resonance Imaging, Cine Severity of Illness Index Humans Machine Learning Aged Decision Support Techniques Time Factors Phenotype Adult Male Ventricular Function, Left
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Predicting Risk for Patent Ductus Arteriosus in the Neonate: A Machine Learning Analysis.

Medicina (Kaunas, Lithuania) Mar 26, 2025
: Patent ductus arteriosus (PDA) is common in newborns, being associated with high morbidity and mortality. While maternal and neonatal conditions are known contributors, few studies use advanced machine learning (ML) as predictive factors. This stud...
Male Risk Assessment Humans Logistic Models Female Machine Learning Gestational Age COVID-19 Infant, Newborn Ductus Arteriosus, Patent Risk Factors Retrospective Studies Adult Pregnancy
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Interpretable machine learning method to predict the risk of pre-diabetes using a national-wide cross-sectional data: evidence from CHNS.

BMC public health Mar 26, 2025
OBJECTIVE: The incidence of Type 2 Diabetes Mellitus (T2DM) continues to rise steadily, significantly impacting human health. Early prediction of pre-diabetic risks has emerged as a crucial public health concern in recent years. Machine learning meth...
Humans Neural Networks, Computer Risk Assessment China Diabetes Mellitus, Type 2 Prediabetic State Aged Adult Cross-Sectional Studies Male Machine Learning Middle Aged Algorithms Female Risk Factors
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Preoperative Prediction of STAS Risk in Primary Lung Adenocarcinoma Using Machine Learning: An Interpretable Model with SHAP Analysis.

Academic radiology Mar 25, 2025
BACKGROUND: Accurate preoperative prediction of spread through air spaces (STAS) in primary lung adenocarcinoma (LUAD) is critical for optimizing surgical strategies and improving patient outcomes.
Middle Aged Risk Assessment Lung Neoplasms Adenocarcinoma of Lung Humans Machine Learning Retrospective Studies Tomography, X-Ray Computed Female Aged Sensitivity and Specificity Male
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Machine Learning Analysis of Videourodynamics to Predict Incident Hydronephrosis in Patients With Spina Bifida.

The Journal of urology Mar 25, 2025
PURPOSE: Variability in the interpretation of videourodynamics studies limits reliable classification of kidney injury risk for patients with spina bifida. We developed machine learning models to predict incident hydronephrosis in patients with spina...
Adult Video Recording Incidence Male Urodynamics Child, Preschool Humans Risk Assessment Hydronephrosis Child Machine Learning Infant Spinal Dysraphism Female Predictive Value of Tests Adolescent Young Adult
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Assessing potential toxic metal threats in tea growing soils of India with soil health indices and machine learning technologies.

Environmental monitoring and assessment Mar 25, 2025
This study explores the impact of potentially toxic metals (PTMs) contamination in Indian tea-growing soils on ecosystems, soil quality, and human health using machine learning and statistical analysis. A total of 148 surface soil samples were collec...
Metals, Heavy India Environmental Monitoring Tea Humans Soil Pollutants Machine Learning Soil Risk Assessment Metals
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Machine learning approaches to injury risk prediction in sport: a scoping review with evidence synthesis.

British journal of sports medicine Mar 25, 2025
OBJECTIVE: This study reviewed the current state of machine learning (ML) research for the prediction of sports-related injuries. It aimed to chart the various approaches used and assess their efficacy, considering factors such as data heterogeneity,...
Athletic Injuries Humans Machine Learning Risk Assessment Area Under Curve
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An interpreting machine learning models to predict amputation risk in patients with diabetic foot ulcers: a multi-center study.

Frontiers in endocrinology Mar 25, 2025
BACKGROUND: Diabetic foot ulcers (DFUs) constitute a significant complication among individuals with diabetes and serve as a primary cause of nontraumatic lower-extremity amputation (LEA) within this population. We aimed to develop machine learning (...
Risk Assessment Female Humans ROC Curve Risk Factors Machine Learning Diabetic Foot Aged Prognosis Amputation, Surgical Male Retrospective Studies Middle Aged
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Predicting Long-Term Survival after Endovascular Aneurysm Repair Using Machine Learning-Based Decision Tree Analysis.

Vascular and endovascular surgery Mar 24, 2025
ObjectiveEndovascular aneurysm repair (EVAR) has become a preferred method for treating abdominal aortic aneurysms (AAA) due to its minimally invasive approach. However, identifying factors that influence long-term patient outcomes is crucial for imp...
Female Risk Factors Aged Aged, 80 and over Male Machine Learning Decision Support Techniques Retrospective Studies Clinical Decision-Making Predictive Value of Tests Aortic Aneurysm, Abdominal Humans Blood Vessel Prosthesis Implantation Endovascular Procedures Middle Aged Endovascular Aneurysm Repair Risk Assessment Time Factors Treatment Outcome Decision Trees
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