Teams ask for explainable ai models because the risk is rarely the model math.
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Designing Explainable Models Through Domain-Aware Ontologies
Covers how domain aware ontologies support explainable ai models, including ontology based design steps, semantic outputs for review, and governance checks for stable audit trails.

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