The article argues that modern computational science is fundamentally synonymous with open source software because scientific knowledge must be reproducible, testable, and systematically organized. Without open, reproducible software that encodes and shares predictive models, scientific findings cannot be verified, adapted, or built upon by others, rendering them scientifically invalid.