SHAP analysis used for feature selection in case study 1 step 3 analysis applying the selected Extra trees model for virus A titer loss after one-week at 37°C.

<p>SHAP values represent the contribution of each FOI to the model on its prediction. A SHAP value equal to zero means that that value of the input does not influence the predicted output relative to the average output value in the dataset.</p>

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Bibliographic Details
Main Author:	Lillian Li (11337679) (author)
Other Authors:	Sung-In Back (21526276) (author), Jian Ma (170138) (author), Yawen Guo (3167700) (author), Thomas Galeandro-Diamant (21526279) (author), Didier Clénet (21526282) (author)
Published:	2025
Subjects:	Science Policy Biological Sciences not elsewhere classified Mathematical Sciences not elsewhere classified Information Systems not elsewhere classified using test datasets useful complementary tool shapeley additive explanations provide additional insights preventing infectious diseases infectious titer loss global health needs glass transition temperature critical quality attributes models &# 8217 validation matrices two cases stepwise analysis prediction accuracy permutation importance model quality manuscript highlights machine learning liquid form linear responses innovative approaches formulation development experimental design dried form data science better stability bayesian optimization artificial intelligence
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SHAP analysis used for feature selection in case study 1 step 3 analysis applying the selected Extra trees model for virus A titer loss after one-week at 37°C.

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