AIMC Topic: Machine Learning

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Dynamic mode decomposition for analysis and prediction of metabolic oscillations from time-lapse imaging of cellular autofluorescence.

Scientific reports Jul 2, 2025
Oscillations are a common phenomenon in cell biology. They are based on non-linear coupling of biochemical reactions and can show rich dynamic behavior as found in, for example, glycolysis of yeast cells. Here, we show that dynamic mode decomposition...
Optical Imaging Glycolysis NAD Glucose Time-Lapse Imaging Saccharomyces cerevisiae Humans Machine Learning Algorithms
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False-positive tolerant model misconduct mitigation in distributed federated learning on electronic health record data across clinical institutions.

Scientific reports Jul 2, 2025
As collaborative Machine Learning on cross-institutional, fully distributed networks become an important tool in predictive health modeling, its inherent security risks must be addressed. One among such risks is the lack of a mitigation strategy agai...
Humans Electronic Health Records Computer Security Machine Learning ROC Curve Federated Learning Algorithms False Positive Reactions
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Machine learning-based analysis on pharmaceutical compounds interaction with polymer to estimate drug solubility in formulations.

Scientific reports Jul 2, 2025
This study introduces a sophisticated predictive framework for determining drug solubility and activity values in formulations via machine learning. The framework utilizes a comprehensive dataset consisting of more than 12,000 data rows and 24 input ...
Machine Learning Algorithms Polymers Pharmaceutical Preparations Solubility
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Deep molecular profiling of synovial biopsies in the STRAP trial identifies signatures predictive of treatment response to biologic therapies in rheumatoid arthritis.

Nature communications Jul 2, 2025
Approximately 40% of patients with rheumatoid arthritis do not respond to individual biologic therapies, while biomarkers predictive of treatment response are lacking. Here we analyse RNA-sequencing (RNA-Seq) of pre-treatment synovial tissue from the...
Transcriptome Arthritis, Rheumatoid Treatment Outcome Antibodies, Monoclonal, Humanized Male Antirheumatic Agents Middle Aged Rituximab Humans Gene Expression Profiling Etanercept Machine Learning Synovial Membrane Biopsy Precision Medicine Female Aged
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Enhancing breast cancer diagnosis through machine learning algorithms.

Scientific reports Jul 2, 2025
Among the most important health concerns in the world, and the number one cause of death in women, is breast cancer. Bearing in mind that there are more than 100 types of cancer, each presenting different symptoms, its early detection is indeed a big...
Prognosis Female Breast Neoplasms Humans Early Detection of Cancer Machine Learning Algorithms
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Predictive modelling of air pollution affecting human tuberculosis risk on Mainland China.

Scientific reports Jul 2, 2025
In this study, we investigated the correlation between air pollution indicators and pulmonary tuberculosis (TB) incidence and mortality rates across provincial administrative regions of China from January 2013 to December 2020 to develop predictive m...
Tuberculosis, Pulmonary Air Pollution Tuberculosis Seasons China Incidence Air Pollutants Humans 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...
Logistic Models Heart Disease Risk Factors Public Health Deep Learning ROC Curve Humans Machine Learning Risk Factors Cardiovascular Diseases Risk Assessment
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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...
Humans ROC Curve Gene Regulatory Networks Computational Biology Machine Learning COVID-19 SARS-CoV-2 Influenza, Human Heart Failure Community-Acquired Infections
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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)...
Algorithms Deep Learning Electroencephalography Brain-Computer Interfaces Humans Imagination Neural Networks, Computer Machine Learning
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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...
Young Adult Adult Male Machine Learning Learning Personal Satisfaction Humans Female Students Random Forest Adolescent Education, Distance Universities
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