InferenceChain·arcadia

Impact of sequence similarity filtering on data leakage and sequence diversity

This inference chain explains how filtering stringency influences data leakage, the effective sequence number, and uneven sequence diversity retention across protein families, which ultimately affects the distribution and statistical power of training data.

Confidence
90%
◑partialactivecomplexity: mid

Reasoning Steps (3)

Limitations of clustering-based filtering methodsStep 1
Phylogenetic nonindependence drives filtering outcomesStep 2
Implications of peak biological dataStep 3

Source

Synthesis for current paper

Connections (1)

Filtering stringency affects data leakageAssociation