Retired after control failure

The k(L) calculator is no longer a physical recommendation tool

The former calculator extrapolated an eight-point synthetic fit to arbitrary problems. A fresh common-bounds control lowers the line's R^2 from 0.7096 to 0.4370 and fails the optimizer's own linear-pattern criterion.

Archived fit

k = -0.0137 log10(L) + 0.1593

Retained in the Python API for compatibility, with provenance marking it as an unvalidated physical lookup.

Safe use

Choose k as an explicit model or numerical-method parameter, then validate it against a converged reference and report sensitivity. Length alone does not select a calculus.