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        "Add or clarify product-specific evidence supporting efficient portfolio management or hedging derivative use to substantiate derivatives_epm_only=true.",
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        "Consider removing unsupported signals that are not used decisively to improve evidence hygiene."
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                {
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                    "message": "The derivatives_epm_only signal is true but no direct product-specific evidence of efficient portfolio management or hedging derivative use was found. This is an evidence hygiene issue but does not contradict the non-complex classification."
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                    "severity": "warn",
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                "Add or clarify product-specific evidence supporting efficient portfolio management or hedging derivative use to substantiate derivatives_epm_only=true.",
                "Review and remove or support the counterparty_risk signal with direct evidence or reclassify if unsupported.",
                "Consider removing unsupported signals that are not used decisively to improve evidence hygiene."
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}