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Appendix S1. Objective function and constraints for MaxGain and MinLoss.

Appendix S2. Estimation of the initial loss rate with the inhibition model.

Appendix S3. Generation of the vulnerability distributions.

Appendix S4. Alternative method for applying vulnerability uncertainty and associated results for reduced rates of loss.

Appendix S5. Supplementary discussion on third order interactions.

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