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- from pydantic import BaseModel, Field
- from typing import List, Optional
- class ExtractionResponse(BaseModel):
- provider_name: str = Field(description="The name of the clinic or hospital.")
- visit_date: str = Field(description="The date of service in YYYY-MM-DD format.")
- total_amount: float = Field(description="The total amount paid.")
- currency: str = Field(description="3-letter currency code (e.g. USD, SGD).")
- items: List[str] = Field(description="Simplified list of services (e.g. 'Consultation', 'Medicine').")
- confidence_score: float = Field(description="Model's confidence from 0.0 to 1.0.")
- needs_manual_review: bool = Field(description="Set to true if text is blurry or data is ambiguous.")
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