from pydantic import BaseModel, Field from datetime import datetime class PredictionResponse(BaseModel): id: str vitals_id: str device_id: str risk_score: float = Field(..., ge=0.0, le=1.0) risk_label: str confidence: float = Field(..., ge=0.0, le=1.0) features: dict model_version: str created_at: datetime