Evee variant effect prediction method

Entities in the same semantic neighborhood but without a typed relation to this one — candidates for new edges or unrecognized duplicates.

• Evee outperforms existing methods for variant pathogenicity predictionclaim0.869
  Interpretive claim supported by the high AUROC findings.
• EVEE provides mechanistic explanations for variant effects derived from model internals, not just pathogenicity calls.claim0.804
  Core interpretability claim distinguishing EVEE from black-box prediction tools; applies interpretability for science.
• Evee provides predictions and mechanistic explanations for 4.2 million genetic variants across the whole human genomeclaim0.776
  Scale claim, demonstrating whole-genome applicability.
• Variant pathogenicity predictionconcept0.761
  Core task of predicting whether genetic variants cause disease, central to clinical genomics.
• Interpretable predictions can help resolve variants of uncertain significanceclaim0.712
  Motivating claim that mechanistic explanations add clinical value for VUS.
• variant of uncertain significance (VUS)concept0.706
  Genetic variants whose clinical impact is unknown; a key motivation for the work, ~2M of which are explained.
• EVEE / Mayo Workconcept0.694
  Related Goodfire research from which covariance pooling emerged as methodological byproduct.
• Eliza Effectconcept0.694
  The phenomenon where naive or vulnerable users perceive dialogue agents as having human-like desires and feelings, putting them at risk of emotional manipulation