How phylogenetic data engineering expands protein model generalizability | ARCADIA FyloGraph | FyloGraph

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How phylogenetic data engineering expands protein model generalizability

This reasoning sequence links unmitigated phylogenetic biases and non-independence to limited generalizability of protein models, and shows how targeted phylogenetic data engineering and explicit phylogenetic modeling can overcome these constraints to expand generalizability and model accuracy.

Confidence

80%

◑partialactivecomplexity: mid

Reasoning Steps (3)

Non-independence and bias cap model generalizabilityStep 1

Data engineering increases true biological diversity in trainingStep 2

Explicit phylogenetic modeling improves accuracy and generalizabilityStep 3

Source

Synthesis for current paper

Connections (5)

Phylogenetic biases and non-independence cap model generalizabilityAssociation

Phylogenetic data engineering optimizes protein diversity in databasesAssociation

Phylogenetic data engineering expands model generalizabilityAssociation

Inclusion of phylogenetic information affects cost, accuracy, and generalizabilityAssociation

Explicit phylogenetic information in models improves generalizability and accuracyAssociation