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Showing 1 to 2 of 2 for “"Sparse Partial Least Squares Discriminant Analysis"”.
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Leveraging Machine Learning to Identify Proteomic Biomarkers of Tibial Bone Stress Reinjury
… enhance bioinformatic pipelines for statistical analysis, a Python package was developed to process the platform specific file type received for the serum protein data. These new file structures were then analyzed via opensource libraries including MetaboAnalystR and ExpressAnalystR. To identify …
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Integrating Rehabilitation Mechanics and Immune Profiling to Inform Outcomes in Orthopaedic Trauma
… longitudinally. Multivariate modeling using sparse partial least squares discriminant analysis identified coordinated immune signatures capable of distinguishing patients who developed fracture-related infection from those who healed successfully. These findings demonstrate the feasibility of …