Researcher Validation¶

Module: spectralbridge.researcher_validation.

Bounded controls for researcher-category identification, not field validation.

Signatures and documentation below are collected from the current source. Advanced objects are not newly declared stable by inclusion here.

Audience: advanced.

random_feature_path ¶

random_feature_path(coordinates, seed)

Uniform nested subsets, independent of spectra, labels and target outcomes.

Audience: advanced.

identity_correctness(truth, predicted, identities)

Per-ID correctness; repeated acquisitions cannot inflate biological weight.

Audience: advanced.

balanced_accuracy(truth, predicted, identities)

Audience: advanced.

paired_identity_interval(frame, left='selected', right='random', draws=999, seed=0)

Stratified whole-ID bootstrap of paired, fixed-rule balanced-accuracy gain.