from __future__ import annotations from typing import Dict, List def human_alignment_score(human_criteria: Dict[str, bool]) -> float: """ Simple proxy score: % of human criteria satisfied. """ values = list(human_criteria.values()) return sum(values) / len(values) def compare_human_vs_msci(results: List[Dict]): diffs = [] for result in results: human_score = human_alignment_score(result["human"]) diffs.append( { "id": result["id"], "human_score": human_score, "msci": result["msci"], "delta": result["msci"] - human_score, } ) return diffs