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Shapley regression.

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posted on 2022-01-18, 18:37 authored by Gorka Lasso, Saad Khan, Stephanie A. Allen, Margarette Mariano, Catalina Florez, Erika P. Orner, Jose A. Quiroz, Gregory Quevedo, Aldo Massimi, Aditi Hegde, Ariel S. Wirchnianski, Robert H. Bortz III, Ryan J. Malonis, George I. Georgiev, Karen Tong, Natalia G. Herrera, Nicholas C. Morano, Scott J. Garforth, Avinash Malaviya, Ahmed Khokhar, Ethan Laudermilch, M. Eugenia Dieterle, J. Maximilian Fels, Denise Haslwanter, Rohit K. Jangra, Jason Barnhill, Steven C. Almo, Kartik Chandran, Jonathan R. Lai, Libusha Kelly, Johanna P. Daily, Olivia Vergnolle

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    PLOS Computational Biology

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    white blood cellwbc ), neutrophilsupport decision makingshapley additive explanationspredicting fatality riskpowerful monitoring toolhigher predictive valueassessing fatality riskpredictive models relyperforming predictive modelsmachine learning modelsinform clinical modelsstatic demographic featuresdependent biomarkers associatedimmune biomarkers contributeaccurate outcome modelsclinical outcomeimmune biomarkersmodels trainedsubstantially contributedependent mannermodels basedxlink ">temporal analysissymptom onsetreactive proteinmodel revealedlymphocyte countshospitalization progressesday postantibody titers

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