AIMC Topic: ROC Curve

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Development and validation of a cardiovascular risk prediction model for Sri Lankans using machine learning.

PloS one Oct 22, 2024
INTRODUCTION AND OBJECTIVES: Sri Lankans do not have a specific cardiovascular (CV) risk prediction model and therefore, World Health Organization(WHO) risk charts developed for the Southeast Asia Region are being used. We aimed to develop a CV risk ...
Sri Lanka Humans Middle Aged Heart Disease Risk Factors Machine Learning Risk Assessment Aged Female Cohort Studies Adult ROC Curve Risk Factors Male Cardiovascular Diseases
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Combining metabolomics and machine learning to discover biomarkers for early-stage breast cancer diagnosis.

PloS one Oct 21, 2024
There is an urgent need for better biomarkers for the detection of early-stage breast cancer. Utilizing untargeted metabolomics and lipidomics in conjunction with advanced data mining approaches for metabolism-centric biomarker discovery and validati...
Neoplasm Staging Middle Aged Aged Humans Adult ROC Curve Machine Learning Breast Neoplasms Early Detection of Cancer Female Biomarkers, Tumor Metabolomics
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Assessment of machine learning classifiers for predicting intraoperative blood transfusion in non-cardiac surgery.

Transfusion clinique et biologique : journal de la Societe francaise de transfusion sanguine Oct 18, 2024
BACKGROUND: This study aimed to develop a machine learning classifier for predicting intraoperative blood transfusion in non-cardiac surgeries.
Female Aged Male Middle Aged ROC Curve Humans Machine Learning Algorithms Intraoperative Care Logistic Models Blood Transfusion Area Under Curve Surgical Procedures, Operative
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OrthoMortPred: Predicting one-year mortality following orthopedic hospitalization.

International journal of medical informatics Oct 18, 2024
OBJECTIVE: Predicting mortality risk following orthopedic surgery is crucial for informed decision-making and patient care. This study aims to develop and validate a machine learning model for predicting one-year mortality risk after orthopedic hospi...
Middle Aged Risk Assessment ROC Curve Orthopedic Procedures Aged Aged, 80 and over Adult Male Machine Learning Algorithms Female Hospitalization Humans
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Machine learning-derived peripheral blood transcriptomic biomarkers for early lung cancer diagnosis: Unveiling tumor-immune interaction mechanisms.

BioFactors (Oxford, England) Oct 16, 2024
Lung cancer continues to be the leading cause of cancer-related mortality worldwide. Early detection and a comprehensive understanding of tumor-immune interactions are crucial for improving patient outcomes. This study aimed to develop a novel biomar...
Transcriptome ROC Curve Lung Neoplasms Gene Expression Regulation, Neoplastic Biomarkers, Tumor Male Middle Aged Gene Expression Profiling Early Detection of Cancer Algorithms Female Aged Humans Machine Learning
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Comparing ensemble learning algorithms and severity of illness scoring systems in cardiac intensive care units: a retrospective study.

Einstein (Sao Paulo, Brazil) Oct 14, 2024
BACKGROUND: Beatriz Nistal-Nuño designed a machine learning system type of ensemble learning for patients undergoing cardiac surgery and intensive care unit cardiology patients, based on sequences of cardiovascular physiological measurements and othe...
Cardiac Surgical Procedures Coronary Care Units Severity of Illness Index Hospital Mortality ROC Curve Logistic Models Aged Male Retrospective Studies Middle Aged Humans Intensive Care Units Risk Assessment Female Machine Learning Reproducibility of Results Algorithms Risk Factors
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Self-Supervised Learning for Feature Extraction from Glomerular Images and Disease Classification with Minimal Annotations.

Journal of the American Society of Nephrology : JASN Oct 9, 2024
BACKGROUND: Deep learning has great potential in digital kidney pathology. However, its effectiveness depends heavily on the availability of extensively labeled datasets, which are often limited because of the specialized knowledge and time required ...
Diabetic Nephropathies Kidney Diseases Principal Component Analysis Biopsy Humans Glomerulonephritis, Membranous Kidney Glomerulus Deep Learning Nephrosis, Lipoid Supervised Machine Learning ROC Curve
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Adapting Action Recognition Neural Networks for Automated Infantile Spasm Detection.

IEEE transactions on neural systems and rehabilitation engineering : a publication of the IEEE Engineering in Medicine and Biology Society Oct 9, 2024
Infantile spasms are a severe epileptic syndrome characterized by short muscular contractions lasting from 0.5 to 2 seconds. They are often misdiagnosed due to their atypical presentation, and treatment is frequently delayed, leading to stagnation or...
Humans Neural Networks, Computer Male Spasms, Infantile Area Under Curve Infant Algorithms Electroencephalography ROC Curve Female Video Recording Pattern Recognition, Automated
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Early prediction of mortality and morbidities in VLBW preterm neonates using machine learning.

Pediatric research Oct 8, 2024
BACKGROUND: Predicting mortality and specific morbidities before they occur may allow for interventions that may improve health trajectories.
Infant, Premature, Diseases Enterocolitis, Necrotizing Infant, Very Low Birth Weight Retrospective Studies Female Infant, Newborn Humans Morbidity Male Bronchopulmonary Dysplasia Machine Learning Infant Mortality ROC Curve Algorithms Infant, Premature
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Radial polarisation patterns identify macular damage: a machine learning approach.

Clinical & experimental optometry Oct 7, 2024
CLINICAL RELEVANCE: Identifying polarisation-modulated patterns may be an effective method for both detecting and monitoring macular damage.
Diabetic Retinopathy Machine Learning Female Aged Aged, 80 and over Humans Visual Acuity Tomography, Optical Coherence Bayes Theorem Macula Lutea Epiretinal Membrane Cross-Sectional Studies Male Middle Aged ROC Curve
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