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    "limitations": "Coordinate-ascent local solution; score gaps are not calibrated confidence. Candidate completeness and all-IPD fallback are caller responsibilities."
  },
  "limitations": "Candidate-limited coordinate ascent; score gaps are uncalibrated; tied groups preserve label uncertainty."
}