While the methodology is explained in detail in section 4.1, briefly, the stability score is a scalar metric that acts as a surrogate for a molecule's pyrolytic half-life, with a higher stability score implying a more stable molecule. Finally, we test the performance of these models in predicting the relative thermal stabilities of both small molecules and polymers using the experimental datasets. . For each polymer, three degradation temperatures were available: