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from pydantic import BaseModel, Field
from typing import Optional, Dict, Any
class CVScreeningOutput(BaseModel):
# CRITICAL: Keep llm_feedback as the first field.
# This enforces Chain-of-Thought reasoning: the model must explain its assessment
# BEFORE assigning scores, leading to better calibration. DO NOT REORDER.
llm_feedback: str
skills_match_score: float = Field(..., ge=0, le=1)
experience_match_score: float = Field(..., ge=0, le=1)
education_match_score: float = Field(..., ge=0, le=1)
overall_fit_score: float = Field(..., ge=0, le=1)
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