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100-cert probe, seed=7, sap_score window 5..99. MAE 4.29 (vs 8.41 on 2026-05-18 with the older 20..95 window — the delta blends calculator improvements with sample-window change, so this is logged as the post-P5 reference, not as "P5 reduced MAE".) P5 itself was pure trace exposure; the calculator's SAP output should be numerically unchanged. The headline finding from this run is primary-energy over-prediction: PE MAE 44.40 kWh/m², bias +39.66 — now the dominant signal with SAP residuals halved. Each end-use PE contribution surfaces on SapResult.intermediate per P5.12, so the next session can localise the bias without re-instrumenting. |
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