AIMC Topic: Machine Learning

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Key factors in predictive analysis of cardiovascular risks in public health.

Scientific reports Jul 2, 2025
This research emphasizes the role of analytics in evaluating the risk of disease (CVD) focusing on thorough data preparation and feature engineering for accurate predictions. We studied machine learning (ML) and learning (DL) models, such as Logistic...
Deep Learning ROC Curve Logistic Models Humans Machine Learning Risk Factors Cardiovascular Diseases Heart Disease Risk Factors Risk Assessment Public Health
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Integrating bioinformatics and machine learning to investigate the mechanisms by which three major respiratory infectious diseases exacerbate heart failure.

Scientific reports Jul 2, 2025
Heart failure (HF) is a severe cardiovascular disease often worsened by respiratory infections like influenza, COVID-19, and community-acquired pneumonia (CAP). This study aims to uncover the molecular commonalities among these respiratory diseases a...
Heart Failure Community-Acquired Infections Gene Regulatory Networks Computational Biology Influenza, Human COVID-19 SARS-CoV-2 ROC Curve Humans Machine Learning
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Advancing BCI with a transformer-based model for motor imagery classification.

Scientific reports Jul 2, 2025
Brain-computer interfaces (BCIs) harness electroencephalographic signals for direct neural control of devices, offering significant benefits for individuals with motor impairments. Traditional machine learning methods for EEG-based motor imagery (MI)...
Imagination Deep Learning Electroencephalography Brain-Computer Interfaces Humans Neural Networks, Computer Machine Learning Algorithms
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Modeling student satisfaction in online learning using random forest.

Scientific reports Jul 2, 2025
The rapid expansion of online education has intensified the need to investigate the multifactorial determinants of university students' satisfaction with digital learning platforms. While prior studies have often examined technical or pedagogical com...
Humans Machine Learning Adult Male Students Learning Female Young Adult Random Forest Education, Distance Adolescent Universities Personal Satisfaction
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Advanced multiscale machine learning for nerve conduction velocity analysis.

Scientific reports Jul 2, 2025
This paper presents an advanced machine learning (ML) framework for precise nerve conduction velocity (NCV) analysis, integrating multiscale signal processing with physiologically-constrained deep learning. Our approach addresses three fundamental li...
Neural Conduction Neural Networks, Computer Humans Male Machine Learning Female Signal Processing, Computer-Assisted Wavelet Analysis
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Facial Emotion Recognition of 16 Distinct Emotions From Smartphone Videos: Comparative Study of Machine Learning and Human Performance.

Journal of medical Internet research Jul 2, 2025
BACKGROUND: The development of automatic emotion recognition models from smartphone videos is a crucial step toward the dissemination of psychotherapeutic app interventions that encourage emotional expressions. Existing models focus mainly on the 6 b...
Machine Learning Female Adult Humans Neural Networks, Computer Emotions Video Recording Facial Expression Male Deep Learning Smartphone
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Scalable geometric learning with correlation-based functional brain networks.

Scientific reports Jul 2, 2025
Correlation matrices serve as fundamental representations of functional brain networks in neuroimaging. Conventional analyses often treat pairwise interactions independently within Euclidean space, neglecting the underlying geometry of correlation st...
Brain Mapping Electroencephalography Brain Neuroimaging Nerve Net Humans Computer Simulation Magnetic Resonance Imaging Machine Learning Algorithms
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Development and validation of machine learning models for predicting blastocyst yield in IVF cycles.

Scientific reports Jul 2, 2025
Predicting blastocyst formation poses significant challenges in reproductive medicine and critically influences clinical decision-making regarding extended embryo culture. While previous research has primarily focused on determining whether an IVF cy...
Fertilization in Vitro Humans Blastocyst Machine Learning Embryonic Development Pregnancy Embryo Culture Techniques Female Adult
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Parsimonious and explainable machine learning for predicting mortality in patients post hip fracture surgery.

Scientific reports Jul 2, 2025
Hip fractures among the elderly population continue to present significant risks and high mortality rates despite advancements in surgical procedures. In this study, we developed machine learning (ML) algorithms to estimate 30-day mortality risk post...
Hip Fractures Aged, 80 and over Male ROC Curve Algorithms Humans Female Machine Learning Aged
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A novel double machine learning approach for detecting early breast cancer using advanced feature selection and dimensionality reduction techniques.

Scientific reports Jul 2, 2025
In this paper, three Double Machine Learning (DML) models are proposed to enhance the accuracy of breast cancer detection using machine learning techniques using breast cancer detection dataset. The DML models learn the primary features using machine...
Machine Learning Algorithms Female Breast Neoplasms Early Detection of Cancer Dimensionality Reduction Humans Neural Networks, Computer
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