Density Plot from Scientific Research

Flame perturbation: green fill shows the kernel density of predictions under varied flame length; dashed green lines mark mean std. Inset reports overall mean, standard deviation and relative uncertainty (%). This framework quantifies the influence of non-linear interactions and input variability on the binary damage classification (0 = not damaged, 1 = damaged), reveals emergent intermediate prediction modes, and offers both local and global insights into model behavior under uncertainty.

DOI