from django.db import transaction from core.models import Entity class EntityResolutionService: @staticmethod def resolve_identity(identifier_a, identifier_b, probability_threshold=0.8): """ Determines if two identities belong to the same physical person based on statistical probability. """ # Logic for calculating match probability # Placeholder for complex ML/Graph analysis logic match_probability = 0.9 # Mock value if match_probability >= probability_threshold: with transaction.atomic(): entity_a = Entity.objects.get(identifier=identifier_a) entity_b = Entity.objects.get(identifier=identifier_b) # Logic to merge entities (e.g., link them) # In a graph db, we would add a relationship. # In Django, we might link via a 'resolved_to' field if existing return True return False