AIMC Topic: ROC Curve

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AI-based strategies in breast mass ≤ 2 cm classification with mammography and tomosynthesis.

Breast (Edinburgh, Scotland) Sep 19, 2024
PURPOSE: To evaluate the diagnosis performance of digital mammography (DM) and digital breast tomosynthesis (DBT), DM combined DBT with AI-based strategies for breast mass ≤ 2 cm.
ROC Curve Mammography Area Under Curve Breast Humans Artificial Intelligence Retrospective Studies Female Aged Adult Breast Neoplasms Middle Aged Deep Learning
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Application Value of a Machine Learning Model in Predicting Mild Depression Associated with Migraine without Aura.

British journal of hospital medicine (London, England : 2005) Sep 19, 2024
To investigate the application value of a machine learning model in predicting mild depression associated with migraine without aura (MwoA). 178 patients with MwoA admitted to the Department of Neurology of the First Affiliated Hospital of Anhui Un...
Migraine without Aura Male Humans Middle Aged Machine Learning Female Depression Adult ROC Curve Logistic Models
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Machine Learning for the Prediction of Surgical Morbidity in Placenta Accreta Spectrum.

American journal of perinatology Sep 17, 2024
OBJECTIVE:  We sought to create a machine learning (ML) model to identify variables that would aid in the prediction of surgical morbidity in cases of placenta accreta spectrum (PAS).
Humans New York City Placenta Accreta Machine Learning Pregnancy Female Cesarean Section Adult Postoperative Complications ROC Curve Hysterectomy
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A retrospective study differentiating nontuberculous mycobacterial pulmonary disease from pulmonary tuberculosis on computed tomography using radiomics and machine learning algorithms.

Annals of medicine Sep 16, 2024
OBJECTIVE: To evaluate the effectiveness of a machine learning based on computed tomography (CT) radiomics to distinguish nontuberculous mycobacterial pulmonary disease (NTM-PD) from pulmonary tuberculosis (PTB).
Humans Machine Learning Algorithms Radiomics Male Middle Aged ROC Curve Support Vector Machine Retrospective Studies Tomography, X-Ray Computed Female Aged Adult Diagnosis, Differential Tuberculosis, Pulmonary Mycobacterium Infections, Nontuberculous
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The application value of support vector machine model based on multimodal MRI in predicting IDH-1mutation and Ki-67 expression in glioma.

BMC medical imaging Sep 16, 2024
PURPOSE: To investigate the application value of support vector machine (SVM) model based on diffusion-weighted imaging (DWI), dynamic contrast-enhanced (DCE) and amide proton transfer- weighted (APTW) imaging in predicting isocitrate dehydrogenase 1...
Ki-67 Antigen Diffusion Magnetic Resonance Imaging Magnetic Resonance Imaging Multimodal Imaging Mutation Isocitrate Dehydrogenase Aged Young Adult Adult Brain Neoplasms Male Middle Aged ROC Curve Glioma Support Vector Machine Contrast Media Humans Retrospective Studies Female
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Prediction of gestational diabetes mellitus by multiple biomarkers at early gestation.

BMC pregnancy and childbirth Sep 16, 2024
BACKGROUND: It remains unclear which early gestational biomarkers can be used in predicting later development of gestational diabetes mellitus (GDM). We sought to identify the optimal combination of early gestational biomarkers in predicting GDM in m...
Sex Hormone-Binding Globulin Insulin-Like Growth Factor Binding Protein 2 C-Reactive Protein Pregnancy Trimester, First Fibronectins Diabetes, Gestational Adiponectin Pregnancy Female Adult Case-Control Studies China Blood Glucose ROC Curve Insulin-Like Growth Factor I Logistic Models Predictive Value of Tests Humans Machine Learning Biomarkers
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Machine learning predicts acute respiratory failure in pancreatitis patients: A retrospective study.

International journal of medical informatics Sep 14, 2024
PURPOSE: The purpose of the research is to design an algorithm to predict the occurrence of acute respiratory failure (ARF) in patients with acute pancreatitis (AP).
Humans Machine Learning Algorithms Retrospective Studies Female Aged Adult Logistic Models Male Acute Disease Middle Aged Bayes Theorem ROC Curve Respiratory Insufficiency Pancreatitis
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Development and validation of machine learning models for predicting cancer-related fatigue in lymphoma survivors.

International journal of medical informatics Sep 14, 2024
BACKGROUND: New cases of lymphoma are rising, and the symptom burden, like cancer-related fatigue (CRF), severely impacts the quality of life of lymphoma survivors. However, clinical diagnosis and treatment of CRF are inadequate and require enhanceme...
China ROC Curve Logistic Models Lymphoma Fatigue Cancer Survivors Adult Cross-Sectional Studies Male Middle Aged Quality of Life Humans Machine Learning Female Aged
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Multimodal convolutional neural network-based algorithm for real-time detection and differentiation of malignant and inflammatory biliary strictures in cholangioscopy: a proof-of-concept study (with video).

Gastrointestinal endoscopy Sep 13, 2024
BACKGROUND AND AIMS: Deep learning algorithms gained attention for detection (computer-aided detection [CADe]) of biliary tract cancer in digital single-operator cholangioscopy (dSOC). We developed a multimodal convolutional neural network (CNN) for ...
Middle Aged Diagnosis, Computer-Assisted Deep Learning Convolutional Neural Networks ROC Curve Algorithms Female Aged Sensitivity and Specificity Male Cholangiocarcinoma Endoscopy, Digestive System Biliary Tract Neoplasms Cholestasis Cholangitis Diagnosis, Differential Constriction, Pathologic Video Recording Humans Bile Duct Neoplasms Neural Networks, Computer Proof of Concept Study
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Advanced Non-linear Modeling and Explainable Artificial Intelligence Techniques for Predicting 30-Day Complications in Bariatric Surgery: A Single-Center Study.

Obesity surgery Sep 13, 2024
PURPOSE: Metabolic bariatric surgery (MBS) became integral to managing severe obesity. Understanding surgical risks associated with MBS is crucial. Different scores, such as the Metabolic and Bariatric Surgery Accreditation and Quality Improvement Pr...
Male Middle Aged Risk Assessment Postoperative Complications Artificial Intelligence ROC Curve Machine Learning Retrospective Studies Female Bariatric Surgery Humans Adult Obesity, Morbid Nonlinear Dynamics
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