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Table 6 The Marginal Results without each of the prediction models, heavy call flow setting. The first column (None) presents the result of MCTS with all components. The rest of the columns present the results of MCTS without one prediction model. We can conclude that all prediction models improved the MCTS results

From: Machine-learning based routing of callers in an Israeli mental health hotline

Prediction dropped

objective

None

Feedback

Duration

Patience

Remaining time

Quality

0.851

0.751

0.787

0.841

0.824

Quantity

0.873

0.802

0.846

0.800

0.822

Weighted sum

0.857

0.777

0.817

0.821

0.823