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    Investigation of alpha-glucosidase inhibition activity of Artabotrys sumatranus leaf extract using metabolomics, machine learning and molecular docking analysis. by Dela Rosa, Berna Elya, Muhammad Hanafi, Alfi Khatib, Eka Budiarto, Syamsu Nur, Muhammad Imam Surya

    Published 2025-01-01
    “…Both multivariate statistical analysis and machine learning approaches were used to improve the confidence of the predictions. …”
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    Machine Learning-Based Alzheimer’s Disease Stage Diagnosis Utilizing Blood Gene Expression and Clinical Data: A Comparative Investigation by Manash Sarma, Subarna Chatterjee

    Published 2025-01-01
    “…Both of these samples, obtained from participants in the Alzheimer’s Disease Neuroimaging Initiative (ADNI), were independently analyzed utilizing machine learning (ML)-based multiclassifiers. This study applied novel machine learning-based data augmentation techniques to gene expression profile data that are high-dimensional, low-sample-size (HDLSS) and inherently highly imbalanced. …”
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    Early detection of canine hemangiosarcoma via cfDNA fragmentation and copy number alterations in liquid biopsies using machine learning by Soohyun Ko, Jinhee Jang, Sun Shin Yi, Sun Shin Yi, ChangHyuk Kwon

    Published 2025-01-01
    “…Additionally, we identified seven novel genomic gains and nine losses in the hemangiosarcoma samples. Applying machine learning to the cfDNA fragment size distribution, we achieved an impressive average Area Under the Curve (AUC) of 0.93 in 10-fold cross-validation, underscoring the potential of this approach for precise early-stage cancer classification. …”
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