AIMC Topic: Area Under Curve

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An explainable predictive machine learning model for axillary lymph node metastasis in breast cancer based on multimodal data: A retrospective single-center study.

Journal of translational medicine Aug 11, 2025
OBJECTIVE: To develop explainable machine learning models that integrate multimodal imaging and pathological biomarkers to predict axillary lymph node metastasis (ALNM) in breast cancer patients and assess their clinical utility.
Female Aged Adult Breast Neoplasms Humans Machine Learning Retrospective Studies Axilla Multimodal Imaging Area Under Curve Bayes Theorem Middle Aged ROC Curve Lymph Nodes Lymphatic Metastasis
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Diagnostic systematic review and meta-analysis of machine learning in predicting biochemical recurrence of prostate cancer.

Scientific reports Aug 4, 2025
Prostate cancer (PCa) is the most prevalent malignant tumor in males, and many patients remain at risk of biochemical recurrence (BCR) following initial treatment. Accurate prediction of BCR is vital for effective clinical management and treatment pl...
Neoplasm Recurrence, Local Humans Machine Learning Prognosis Male Area Under Curve Prostatic Neoplasms
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Recurrence prediction of invasive ductal carcinoma from preoperative contrast-enhanced computed tomography using deep convolutional neural network.

Biomedical physics & engineering express Jul 10, 2025
Predicting the risk of breast cancer recurrence is crucial for guiding therapeutic strategies, including enhanced surveillance and the consideration of additional treatment after surgery. In this study, we developed a deep convolutional neural networ...
Tomography, X-Ray Computed Female Aged Adult Humans Neural Networks, Computer Retrospective Studies Carcinoma, Ductal, Breast Preoperative Period ROC Curve Contrast Media Area Under Curve Neoplasm Recurrence, Local Breast Neoplasms Middle Aged Convolutional Neural Networks
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BIScreener: enhancing breast cancer ultrasound diagnosis through integrated deep learning with interpretability.

Analytical methods : advancing methods and applications Jul 10, 2025
Breast cancer is the leading cause of death among women worldwide, and early detection through the standardized BI-RADS framework helps physicians assess the risk of malignancy and guide appropriate diagnostic and treatment decisions. In this study, ...
Deep Learning ROC Curve Area Under Curve Ultrasonography, Mammary Female Adult Breast Neoplasms Middle Aged Image Interpretation, Computer-Assisted Humans Neural Networks, Computer
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Development and validation of an interpretable machine learning model for predicting Philadelphia chromosome-positive acute lymphoblastic leukaemia using clinical and laboratory parameters: a single-centre retrospective study.

BMJ open Jun 27, 2025
OBJECTIVE: To develop and validate a prediction model of Philadelphia chromosome-positive acute lymphoblastic leukaemia (Ph+ALL).
Middle Aged Adolescent Child Area Under Curve Precursor Cell Lymphoblastic Leukemia-Lymphoma Philadelphia Chromosome Aged Algorithms Young Adult Retrospective Studies Adult Female Male Humans Machine Learning
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Comparative investigation of bagging enhanced machine learning for early detection of HCV infections using class imbalance technique with feature selection.

PloS one Jun 26, 2025
Around 1.5 million new cases of Hepatitis C Virus (HCV) are diagnosed globally each year (World Health Organization, 2023). Consequently, there is a pressing need for early diagnostic methods for HCV. This study investigates the prognostic accuracy o...
Decision Trees Adult Humans Hepatitis C Area Under Curve Male Early Diagnosis Bayes Theorem Middle Aged Support Vector Machine Machine Learning Hepacivirus Female
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Automated interpretation of cardiotocography using deep learning in a nationwide multicenter study.

Scientific reports Jun 4, 2025
Timely detection of abnormal cardiotocography (CTG) during labor plays a crucial role in enhancing fetal prognosis. Recent research has explored the use of deep learning for CTG interpretation, most studies rely on small, localized datasets or focus ...
Humans Pregnancy Female Heart Rate, Fetal ROC Curve Deep Learning Cardiotocography Area Under Curve
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Enhancing Antidiabetic Drug Selection Using Transformers: Machine-Learning Model Development.

JMIR medical informatics Jun 2, 2025
BACKGROUND: Diabetes affects millions worldwide. Primary care physicians provide a significant portion of care, and they often struggle with selecting appropriate medications.
Female Aged Adult Male Middle Aged ROC Curve Hypoglycemic Agents Diabetes Mellitus Humans Machine Learning Electronic Health Records Area Under Curve
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Integrating SHAP analysis with machine learning to predict postpartum hemorrhage in vaginal births.

BMC pregnancy and childbirth May 3, 2025
OBJECTIVE: This study aimed to develop a machine learning (ML) model integrated with SHapley Additive exPlanations (SHAP) analysis to predict postpartum hemorrhage (PPH) following vaginal deliveries, offering a potential tool for personalized risk as...
Adult Risk Assessment China ROC Curve Retrospective Studies Pregnancy Female Humans Predictive Value of Tests Machine Learning Area Under Curve Postpartum Hemorrhage Delivery, Obstetric
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A deep learning-based multimodal medical imaging model for breast cancer screening.

Scientific reports Apr 26, 2025
In existing breast cancer prediction research, most models rely solely on a single type of imaging data, which limits their performance. To overcome this limitation, the present study explores breast cancer prediction models based on multimodal medic...
Deep Learning Multimodal Imaging Adult ROC Curve Humans Area Under Curve Sensitivity and Specificity Early Detection of Cancer Mammography Breast Neoplasms Middle Aged Female Aged
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