AIMC Topic: ROC Curve
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Predictive Modeling of Acute Respiratory Distress Syndrome Using Machine Learning: Systematic Review and Meta-Analysis.
Journal of medical Internet research
May 13, 2025
BACKGROUND: Acute respiratory distress syndrome (ARDS) is a critical condition commonly encountered in the intensive care unit (ICU), characterized by a high incidence and substantial mortality rate. Early detection and accurate prediction of ARDS ca...
Application of BOLDMRIbased radiomics in differentiating malignant from benign renal tumors.
Zhong nan da xue xue bao. Yi xue ban = Journal of Central South University. Medical sciences
May 13, 2025
OBJECTIVES: Blood oxygen level dependent magnetic resonance imaging (BOLD-MRI) is a kind of non-invasive MRI technology which reflects the tissue blood oxyen levels. This stuy aims to explore the value of radiomics based on BOLD-MRI in differentiatin...
Identification of HER2-over-expression, HER2-low-expression, and HER2-zero-expression statuses in breast cancer based on F-FDG PET/CT radiomics.
Cancer imaging : the official publication of the International Cancer Imaging Society
May 12, 2025
PURPOSE: According to the updated classification system, human epidermal growth factor receptor 2 (HER2) expression statuses are divided into the following three groups: HER2-over-expression, HER2-low-expression, and HER2-zero-expression. HER2-negati...
A machine learning-based prediction model for colorectal liver metastasis.
Clinical and experimental medicine
May 12, 2025
Colorectal liver metastasis (CRLM) is a primary factor contributing to poor prognosis and metastasis in colorectal cancer (CRC) patients. This study aims to develop and validate a machine learning (ML)-based risk prediction model using conventional c...
Metabolomic Plasma Profile of Chronic Obstructive Pulmonary Disease Patients.
International journal of molecular sciences
May 9, 2025
The analysis of blood metabolites may help identify individuals at risk of having COPD and offer insights into its underlying pathophysiology. This study aimed to identify COPD-related metabolic alterations and generate a biological signature potenti...
Identification of genetic indicators linked to immunological infiltration in idiopathic pulmonary fibrosis.
Medicine
May 9, 2025
This study employed bioinformatics to investigate potential molecular markers associated with idiopathic pulmonary fibrosis (IPF) and examined their correlation with immune-infiltrating cells. Microarray data for IPF were retrieved from the Gene Expr...
Multiparameter MRI-based model integrating radiomics and deep learning for preoperative staging of laryngeal squamous cell carcinoma.
Scientific reports
May 9, 2025
The accurate preoperative staging of laryngeal squamous cell carcinoma (LSCC) provides valuable guidance for clinical decision-making. The objective of this study was to establish a multiparametric MRI model using radiomics and deep learning (DL) to ...
Metabolomic profiles underlying gout flares: a prospective study of people with gout.
RMD open
May 8, 2025
OBJECTIVES: To identify specific metabolomic profiles associated with gout flares in people with gout.
Predicting high-need high-cost pediatric hospitalized patients in China based on machine learning methods.
Scientific reports
May 8, 2025
Rapidly increasing healthcare spending globally is significantly driven by high-need, high-cost (HNHC) patients, who account for the top 5% of annual healthcare costs but over half of total expenditures. The programs targeting existing HNHC patients ...
Validation of artificial intelligence algorithm LuxIA for screening of diabetic retinopathy from a single 45° retinal colour fundus images: the CARDS study.
BMJ open ophthalmology
May 8, 2025
OBJECTIVE: This study validated the artificial intelligence (AI)-based algorithm LuxIA for screening more-than-mild diabetic retinopathy (mtmDR) from a single 45° colour fundus image of patients with diabetes mellitus (DM, type 1 or type 2) in Spain....
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