AIMC Topic: Support Vector Machine

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A lightweight hybrid DL model for multi-class chest x-ray classification for pulmonary diseases.

Biomedical physics & engineering express Aug 5, 2025
Pulmonary diseases have become one of the main reasons for people's health decline, impacting millions of people worldwide. Rapid advancement of deep learning has significantly impacted medical image analysis by improving diagnostic accuracy and effi...
Pneumonia Radiographic Image Interpretation, Computer-Assisted Lung Diseases Radiography, Thoracic Lung Deep Learning Image Processing, Computer-Assisted Support Vector Machine Machine Learning COVID-19 Algorithms SARS-CoV-2 Humans Neural Networks, Computer
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Machine learning-based predictive modeling of angina pectoris in an elderly community-dwelling population: Results from the PoCOsteo study.

PloS one Aug 5, 2025
BACKGROUND: Angina pectoris, a comparatively common complaint among older adults, is a critical warning sign of underlying coronary heart disease. We aimed to develop machine learning-based models using multiple algorithms to predict and identify the...
Humans Machine Learning Algorithms Logistic Models Support Vector Machine Independent Living Female Angina Pectoris Aged Aged, 80 and over Male
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NAFLD progression in metabolic syndrome: a Raman spectroscopy and machine learning approach in an animal model.

The Analyst Aug 4, 2025
Nonalcoholic fatty liver disease (NAFLD) is emerging as the leading cause of chronic liver disease in many regions, particularly in association with the rising prevalence of Metabolic syndrome (MetS), affecting more than 30% of the population worldwi...
Male Disease Progression Rats Spectrum Analysis, Raman Support Vector Machine Principal Component Analysis Machine Learning Non-alcoholic Fatty Liver Disease Disease Models, Animal Animals Metabolic Syndrome Liver
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Exhaled gas biomarkers: a non-invasive approach for distinguishing diabetes and its complications.

The Analyst Aug 4, 2025
Exhaled gas detection offers a safe, convenient, and non-invasive clinical diagnostic method for preventing the progression of diabetes to complications. In this study, gas chromatography-mass spectrometry (GC-MS) analysis and statistical methods wer...
Butadienes Diabetes Mellitus, Type 2 Hemiterpenes Support Vector Machine Gas Chromatography-Mass Spectrometry Volatile Organic Compounds Gases Breath Tests Exhalation Humans Diabetes Complications Machine Learning Female Biomarkers Aged Male Middle Aged
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Machine learning and SHAP value interpretation for predicting the response to neoadjuvant chemotherapy and long-term clinical outcomes in Chinese female breast cancer.

Annals of medicine Aug 3, 2025
BACKGROUND: Most models of neoadjuvant chemotherapy (NACT) for breast cancer (BC) suffer from insufficient data and lack interpretability. Additionally, there is a notable absence of reports from China in this field. This study is also the first to i...
Chemotherapy, Adjuvant Neoadjuvant Therapy Support Vector Machine East Asian People Kaplan-Meier Estimate Female Aged Adult Breast Neoplasms Middle Aged China Nomograms Treatment Outcome Humans Machine Learning Prognosis
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Comparison of performance of cervical cancer grading based on acetowhite areas.

Scientific reports Aug 2, 2025
Cervical cancer ranks fourth globally in terms of both incidence and mortality among women, making timely diagnosis essential for effective treatment. Although the acetowhite regions and their margins are important for cervical cancer staging, their ...
Humans Female Neoplasm Grading Adult Uterine Cervical Neoplasms ROC Curve Support Vector Machine
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An AI-driven machine learning approach identifies risk factors associated with 30-day mortality following total aortic arch replacement combined with stent elephant implantation.

Annals of medicine Jul 31, 2025
OBJECTIVES: During emergency surgery, patients with acute type A aortic dissection (ATAAD) experience unfavourable outcomes throughout their hospital stay. The combination of total aortic arch replacement (TAR) and frozen elephant trunk (FET) implant...
Aged Male Middle Aged Postoperative Complications Machine Learning Retrospective Studies Female Risk Factors Aortic Aneurysm, Thoracic Blood Vessel Prosthesis Implantation Support Vector Machine Stents Aorta, Thoracic Aortic Dissection Humans Artificial Intelligence
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An explainable vision transformer with transfer learning based efficient drought stress identification.

Plant molecular biology Jul 31, 2025
Early detection of drought stress is critical for taking timely measures for reducing crop loss before the drought impact becomes irreversible. The subtle phenotypical and physiological changes in response to drought stress are captured by non-invasi...
Image Processing, Computer-Assisted Support Vector Machine Crops, Agricultural Solanum tuberosum Stress, Physiological Droughts Machine Learning Deep Learning
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Radiation enteritis associated with temporal sequencing of total neoadjuvant therapy in locally advanced rectal cancer: a preliminary study.

Radiation oncology (London, England) Jul 30, 2025
BACKGROUND: This study aimed to develop and validate a multi-temporal magnetic resonance imaging (MRI)-based delta-radiomics model to accurately predict severe acute radiation enteritis risk in patients undergoing total neoadjuvant therapy (TNT) for ...
Rectal Neoplasms Humans Neoadjuvant Therapy Radiation Injuries Prognosis Support Vector Machine Retrospective Studies Aged Magnetic Resonance Imaging Female Adult Enteritis Male Middle Aged
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Machine learning models based on routine blood and biochemical test data for diagnosis of neurological diseases.

Scientific reports Jul 30, 2025
Globally, nervous system diseases are the leading cause of disability-adjusted life-years and the second leading cause of mortality in the world. Traditional diagnostic methods for nervous system diseases are expensive. So this study aimed to constru...
Support Vector Machine Nervous System Diseases Humans Neural Networks, Computer Machine Learning Male Algorithms Middle Aged Female ROC Curve Adult
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