AIMC Topic: Support Vector Machine

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Predicting diabetic retinopathy based on routine laboratory tests by machine learning algorithms.

European journal of medical research Mar 18, 2025
OBJECTIVES: This study aimed to identify risk factors for diabetic retinopathy (DR) and develop machine learning (ML)-based predictive models using routine laboratory data in patients with type 2 diabetes mellitus (T2DM).
Aged Adult Middle Aged Male Humans Diabetes Mellitus, Type 2 Machine Learning Support Vector Machine Diabetic Retinopathy Algorithms Neural Networks, Computer Female Risk Factors
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Construction of a machine learning-based interpretable prediction model for acute kidney injury in hospitalized patients.

Scientific reports Mar 18, 2025
In this observational study, we used data from 59,936 hospitalized adults to construct a model. For the models constructed with all 53 variables, all five models achieved acceptable performance with the validation cohort, with the extreme gradient bo...
Risk Factors Hospitalization Aged Humans Adult Machine Learning Acute Kidney Injury Female Male Middle Aged Support Vector Machine Area Under Curve
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PlantPathoPPI: An Ensemble-based Machine Learning Architecture for Prediction of Protein-Protein Interactions between Plants and Pathogens.

Journal of molecular biology Mar 17, 2025
This study aimed to develop a machine learning-based tool for predicting protein-protein interactions (PPIs) between plant-pathogen systems, addressing the challenges of experimental PPI identification. Identifying PPIs in plant-pathogen interactions...
Neural Networks, Computer Machine Learning Software Algorithms Plant Diseases Plant Proteins Host-Pathogen Interactions Protein Interaction Mapping Protein Interaction Maps Computational Biology Support Vector Machine Plants
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Combining artificial intelligence assisted image segmentation and ultrasound based radiomics for the prediction of carotid plaque stability.

BMC medical imaging Mar 17, 2025
PURPOSE: Utilizing artificial intelligence (AI) technology for the segmentation of plaques on ultrasound images to evaluate the stability of carotid artery plaques and analyze its diagnostic accuracy in differentiating vulnerable plaques from stable ...
Ischemic Stroke Image Interpretation, Computer-Assisted Carotid Arteries Plaque, Atherosclerotic Ultrasonography, Doppler, Color Carotid Stenosis Male Middle Aged Aged ROC Curve Sensitivity and Specificity Humans Support Vector Machine Radiomics Artificial Intelligence Retrospective Studies Female
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A clinical data-driven machine learning approach for predicting the effectiveness of piperacillin-tazobactam in treating lower respiratory tract infections.

BMC pulmonary medicine Mar 17, 2025
BACKGROUND: In hospitalized patients, inadequate antibiotic dosage leading to bacterial resistance and increased antimicrobial use intensity due to overexposure to antibiotics are common problems. In the present study, we constructed a machine learni...
China Humans Aged Anti-Bacterial Agents ROC Curve Machine Learning Support Vector Machine Adult Retrospective Studies Logistic Models Male Bayes Theorem Female Treatment Outcome Middle Aged Respiratory Tract Infections Piperacillin, Tazobactam Drug Combination
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Abnormal heart sound recognition using SVM and LSTM models in real-time mode.

Scientific reports Mar 17, 2025
Cardiovascular diseases are non-communicable diseases that are considered the leading cause of death worldwide accounting for 17.9 million fatalities. Auscultation of heart sounds is the most common and valuable way of diagnosing heart diseases. Norm...
Phonocardiography Support Vector Machine Signal Processing, Computer-Assisted Wavelet Analysis Heart Sounds Humans Neural Networks, Computer Algorithms
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Low-cost sensor-based algal bloom labeling: a comparative study of SVM and logic methods.

Environmental monitoring and assessment Mar 17, 2025
This study explores a low-cost sensor system for real-time algae bloom detection and water management. Harmful algal blooms (HABs) threaten water quality, ecosystems, and public health. Traditional detection methods, like satellite imagery and unmann...
Environmental Monitoring Support Vector Machine Remote Sensing Technology Harmful Algal Bloom Chlorophyll Chlorophyll A
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Effectiveness of machine learning methods in detecting grooming: a systematic meta-analytic review.

Scientific reports Mar 15, 2025
This study presents a systematic review (SR) and meta-analysis (MA) on the use of machine learning (ML) methods for detecting online grooming, a form of manipulation and child sexual abuse. The SR identified 33 studies from IEEE, Web of Science, Scop...
Child Support Vector Machine Grooming Child Abuse, Sexual Humans Machine Learning Algorithms
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Optimizing fractionation schedules for de-escalation radiotherapy in head and neck cancers using deep reinforcement learning.

Radiotherapy and oncology : journal of the European Society for Therapeutic Radiology and Oncology Mar 14, 2025
PURPOSE: Patients with locally-advanced head and neck squamous cell carcinomas (HNSCCs), particularly those related to human papillomavirus (HPV), often achieve good locoregional control (LRC), yet they suffer significant toxicities from standard che...
Radiotherapy Planning, Computer-Assisted Humans Deep Learning Dose Fractionation, Radiation Reinforcement Machine Learning Squamous Cell Carcinoma of Head and Neck Head and Neck Neoplasms Support Vector Machine
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Integration of intratumoral and peritumoral CT radiomic features with machine learning algorithms for predicting induction therapy response in locally advanced non-small cell lung cancer.

BMC cancer Mar 13, 2025
OBJECTIVES: To extract intratumoral, peritumoral, and integrated intratumoral-peritumoral CT radiomic features, develop multi-source radiomic models using various machine learning algorithms to identify the optimal model, and integrate clinical facto...
Tomography, X-Ray Computed Female Aged Adult Humans Machine Learning Algorithms Retrospective Studies Carcinoma, Non-Small-Cell Lung Tumor Burden Induction Chemotherapy Lung Neoplasms Nomograms Treatment Outcome Support Vector Machine Radiomics Male Middle Aged
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