from app.ml.text_classifier import TextClassifier from app.ml.prediction_result import PredictionResult class TextModerationService: TOXIC_THRESHOLD = 0.80 def __init__(self): self.classifier = TextClassifier() def moderate(self, text: str) -> PredictionResult: prediction = self.classifier.predict(text) prediction.approved = ( prediction.score < self.TOXIC_THRESHOLD ) prediction.reason = ( "OK" if prediction.approved else "TOXIC" ) return prediction