We introduce IDMate, a Kohn–Sham framework for screening approximate self-consistent-field (SCF) states with a finite-temperature response bound and deterministic reference-map recovery. A charge-neutral factorization separates electronic conditioning from mixer amplification, while fixed-point-preserving rank-one interventions test their roles in the linearized dynamics. For a fixed Hamiltonian, exact electron number, and temperature, strong convexity of the Mermin free-energy functional yields an a posteriori density-matrix bound in a selected spectral window. Across stress trials, proposals were accepted and none exceeded the window criterion. Under trial independence, the one-sided zero-event upper bound is ; treating the 70 correlated ladders as independent units gives per ladder. In three reference configurations, the integrated screening rule replaced ten reference-map evaluations, reproduced the reference-scoring trajectories, and satisfied every terminal comparison criterion. Window and full-space deviations differ by six to eleven orders of magnitude; full-space distance classifies the window decisions with a descriptive pooled AUC of (row-bootstrap interval ). A predefined cross-lineage work model does not meet its acceptance criterion, and serial proposal construction makes the production implementation times as costly under the predefined charged-cost accounting as its all-reference counterfactual. IDMate establishes a rigorous exact-trace window bound, a tested accept-or-recover rule, and explicit full-space and implementation targets for net acceleration.

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