A business owner asks for explanations of model recommendations. What is a useful limitation to communicate?

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  1. Any explanation proves that changing one feature will cause the desired outcome.
  2. Explainability removes the need to validate the model.
  3. A longer explanation guarantees a more accurate prediction.
  4. Feature explanations can aid understanding but do not automatically prove causality or correctness.

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