AIMC Topic: Severity of Illness Index

Clear Filters Showing 191 to 200 of 836 articles

Machine learning-based derivation and validation of three immune phenotypes for risk stratification and prognosis in community-acquired pneumonia: a retrospective cohort study.

Frontiers in immunology Jul 24, 2024
BACKGROUND: The clinical presentation of Community-acquired pneumonia (CAP) in hospitalized patients exhibits heterogeneity. Inflammation and immune responses play significant roles in CAP development. However, research on immunophenotypes in CAP pat...
Adult Male Middle Aged Prognosis Severity of Illness Index Risk Assessment Retrospective Studies Pneumonia Female Immunophenotyping Humans Aged Community-Acquired Infections Machine Learning Phenotype
View on PubMed DOI

Machine learning-enhanced HRCT analysis for diagnosis and severity assessment in pediatric asthma.

Pediatric pulmonology Jul 23, 2024
OBJECTIVES: Chest high-resolution computed tomography (HRCT) is conditionally recommended to rule out conditions that mimic or coexist with severe asthma in children. However, it may provide valuable insights into identifying structural airway change...
Adolescent Child Retrospective Studies Bronchiectasis Tomography, X-Ray Computed Humans Machine Learning Female Male Asthma Severity of Illness Index Case-Control Studies
View on PubMed DOI

Detection and severity assessment of obstructive sleep apnea according to deep learning of single-lead electrocardiogram signals.

Journal of sleep research Jul 18, 2024
Developing a convenient detection method is important for diagnosing and treating obstructive sleep apnea. Considering availability and medical reliability, we established a deep-learning model that uses single-lead electrocardiogram signals for obst...
Female Reproducibility of Results Aged Adult Male Middle Aged Severity of Illness Index Deep Learning Humans Electrocardiography Signal Processing, Computer-Assisted Sleep Apnea, Obstructive Polysomnography
View on PubMed DOI

Patient stratification based on the risk of severe illness in emergency departments through collaborative machine learning models.

The American journal of emergency medicine Jul 18, 2024
Aged Male Middle Aged Risk Assessment Severity of Illness Index Humans Emergency Service, Hospital Machine Learning Female
View on PubMed DOI

Detecting depression severity using weighted random forest and oxidative stress biomarkers.

Scientific reports Jul 15, 2024
This study employs machine learning to detect the severity of major depressive disorder (MDD) through binary and multiclass classifications. We compared models that used only biomarkers of oxidative stress with those that incorporate sociodemographic...
Random Forest Adult Male Middle Aged Depressive Disorder, Major Humans Machine Learning Severity of Illness Index Biomarkers Depression Female Oxidative Stress Area Under Curve
View on PubMed DOI

Predicting the 28-day prognosis of acute-on-chronic liver failure patients based on machine learning.

Digestive and liver disease : official journal of the Italian Society of Gastroenterology and the Italian Association for the Study of the Liver Jul 14, 2024
BACKGROUND: We aimed to establish a prognostic predictive model based on machine learning (ML) methods to predict the 28-day mortality of acute-on-chronic liver failure (ACLF) patients, and to evaluate treatment effectiveness.
Middle Aged Severity of Illness Index China ROC Curve Female Aged Adult Male Acute-On-Chronic Liver Failure Area Under Curve Humans Machine Learning Prognosis Retrospective Studies
View on PubMed DOI

Speech-based recognition and estimating severity of PTSD using machine learning.

Journal of affective disorders Jul 14, 2024
BACKGROUND: Traditional methodologies for diagnosing post-traumatic stress disorder (PTSD) primarily rely on interviews, incurring considerable costs and lacking objective indices. Integrating biomarkers and machine learning techniques into this diag...
Severity of Illness Index Case-Control Studies Stress Disorders, Post-Traumatic Speech Recognition Software Female Adult Humans Male Machine Learning Middle Aged
View on PubMed DOI

The value of deep learning-based X-ray techniques in detecting and classifying K-L grades of knee osteoarthritis: a systematic review and meta-analysis.

European radiology Jul 12, 2024
OBJECTIVES: Knee osteoarthritis (KOA), a prevalent degenerative joint disease, is primarily diagnosed through X-ray imaging. The Kellgren-Lawrence grading system (K-L) is the gold standard for evaluating KOA severity through X-ray analysis. However, ...
Severity of Illness Index Deep Learning Radiography Osteoarthritis, Knee Humans Sensitivity and Specificity
View on PubMed DOI

Three-dimensional convolutional neural network-based classification of chronic kidney disease severity using kidney MRI.

Scientific reports Jul 9, 2024
A three-dimensional convolutional neural network model was developed to classify the severity of chronic kidney disease (CKD) using magnetic resonance imaging (MRI) Dixon-based T1-weighted in-phase (IP)/opposed-phase (OP)/water-only (WO) imaging. Sev...
Severity of Illness Index Aged Deep Learning Adult Imaging, Three-Dimensional Renal Insufficiency, Chronic Male Kidney Middle Aged Humans Glomerular Filtration Rate Neural Networks, Computer Magnetic Resonance Imaging Female
View on PubMed DOI

External validation of a 2-year all-cause mortality prediction tool developed using machine learning in patients with stage 4-5 chronic kidney disease.

Journal of nephrology Jul 4, 2024
BACKGROUND: Chronic kidney disease (CKD) is associated with increased mortality. Individual mortality prediction could be of interest to improve individual clinical outcomes. Using an independent regional dataset, the aim of the present study was to ...
Risk Factors Aged Male Middle Aged Machine Learning Prognosis Female Reproducibility of Results Renal Insufficiency, Chronic Predictive Value of Tests Area Under Curve Cause of Death Risk Assessment Severity of Illness Index Time Factors ROC Curve Humans
View on PubMed DOI
Popular Topics
Recent Journals