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@@ -132,7 +132,8 @@ population or external-validation results.
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- Page sampling is not population-representative.
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- Source, program, time, and geography are entangled.
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- Reject and abort are heterogeneous non-pass outcomes.
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- Make/model aliases and incomplete feed coverage can distort cohorts.
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- Residual make/model aliases outside the documented scorecard mappings and
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incomplete feed coverage can distort cohorts.
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- The one-time 2025 holdout is not an external validation dataset.
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- No protected attributes are modeled, but that does not establish fairness.
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- Sample calibration does not establish production calibration.
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