AIMC Topic: Machine Learning

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Unveiling Hidden Health Risks: Machine Learning Enhanced Modeling of Plastic Additive Release Kinetics in Fresh Produce Packaging.

Environmental science & technology Jun 10, 2025
Fresh produce packaging (FPP) plays a critical role in protecting fruits and vegetables from various environmental factors. However, the presence, migration, and human health risks of additives in FPP have received limited attention. This study inves...
Humans Kinetics Fruit Vegetables Machine Learning Food Packaging Plastics Plasticizers
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High-Throughput Analysis of Protein Adsorption to a Large Library of Polymers Using Liquid Extraction Surface Analysis-Tandem Mass Spectrometry (LESA-MS/MS).

Analytical chemistry Jun 10, 2025
Biomaterials play an important role in medicine from contact lenses to joint replacements. High-throughput screening coupled with machine learning has identified synthetic polymers that prevent bacterial biofilm formation, prevent fungal cell attachm...
Tandem Mass Spectrometry Liquid-Liquid Extraction High-Throughput Screening Assays Surface Properties Machine Learning Adsorption Proteins Polymers
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Automated classification of seizure onset pattern using intracranial electroencephalogram signal of non-human primates.

Physiological measurement Jun 10, 2025
To develop and validate a machine learning framework for the classification of distinct seizure onset patterns using intracranial EEG (iEEG) recordings in a non-human primate (NHP) model of penicillin-induced seizures.iEEG data were collected from si...
Automation Machine Learning Electrocorticography Animals Primates Electroencephalography Seizures Signal Processing, Computer-Assisted
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What does evolution make? Learning in living lineages and machines.

Trends in genetics : TIG Jun 10, 2025
How does genomic information unfold, to give rise to self-constructing living organisms with problem-solving capacities at all levels of organization? We review recent progress that unifies work in developmental genetics and machine learning (ML) to ...
Evolution, Molecular Developmental Biology Genome Biological Evolution Machine Learning Phenotype Animals Humans
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Explainable one-class feature extraction by adaptive resonance for anomaly detection in quality assurance.

PloS one Jun 10, 2025
In this study, we address the inherent challenges in radiotherapy (RT) plan quality assessment (QA). RT, a prevalent cancer treatment, utilizes high-energy beams to target tumors while sparing adjacent healthy tissues. Typically, an RT plan is refine...
Radiotherapy Planning, Computer-Assisted Quality Assurance, Health Care Machine Learning Algorithms Neoplasms Humans Neural Networks, Computer
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Screening of Biomaterials for Stem Cell Culture Applications.

ACS biomaterials science & engineering Jun 9, 2025
Stem cells have a considerable role to play in future biomedical breakthroughs due to their therapeutic potential. As stem cells may be studied in a variety of different applications, a "one size fits all" approach to the stem cell culture substrate ...
Stem Cells Biocompatible Materials Cell Culture Techniques Humans Machine Learning Animals
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Interpretable web-based machine learning model for predicting intravenous immunoglobulin resistance in Kawasaki disease.

Italian journal of pediatrics Jun 9, 2025
BACKGROUND: Kawasaki disease (KD) is a leading cause of acquired heart disease in children that is treated with intravenous immunoglobulin (IVIG). However, 10-20% of cases exhibit IVIG resistance, which increases the risk of coronary complications. E...
Child, Preschool Child Mucocutaneous Lymph Node Syndrome Predictive Value of Tests Drug Resistance Humans Internet Immunoglobulins, Intravenous Machine Learning Male Retrospective Studies Risk Assessment Female Infant
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Integrated muti-omics data and machine learning reveal CD151 as a key biomarker inducing chemoresistance in metabolic syndrome-related early-onset left-sided colorectal cancer.

Functional & integrative genomics Jun 9, 2025
Emerging evidence has suggested a potential pathological association between early-onset left-sided colorectal cancer (EOLCC) and metabolic syndrome (MetS). However, the underlying genetic and molecular mechanisms remain insufficiently elucidated. Th...
Tetraspanin 24 Male Middle Aged Gene Regulatory Networks Gene Expression Regulation, Neoplastic Metabolic Syndrome Drug Resistance, Neoplasm Female Colorectal Neoplasms Biomarkers, Tumor Humans Machine Learning
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Investigating methods to enhance interpretability and performance in cardiac MRI for myocardial scarring diagnosis using convolutional neural network classification and One Match.

PloS one Jun 9, 2025
Machine learning (ML) classification of myocardial scarring in cardiac MRI is often hindered by limited explainability, particularly with convolutional neural networks (CNNs). To address this, we developed One Match (OM), an algorithm that builds on ...
Myocardium Heart Image Interpretation, Computer-Assisted Aged Male Machine Learning Convolutional Neural Networks Humans Middle Aged Algorithms Magnetic Resonance Imaging Neural Networks, Computer Female Cicatrix
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BanglaNewsClassifier: A machine learning approach for news classification in Bangla Newspapers using hybrid stacking classifiers.

PloS one Jun 9, 2025
Bangla news floods the web, and the need for smarter and more efficient classification techniques is greater than ever. Previous studies mostly focused on traditional models, overlooking the potential of hybrid techniques to handle the ever-growing c...
Humans Machine Learning Algorithms Language Newspapers as Topic Deep Learning Support Vector Machine
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