Fits a deterministic top-k oriented-pair scorer on a locked panel. Pair orientation is selected from the training data so that larger vote fractions indicate the positive class. This is a lightweight, auditable k-TSP-style scorer for small biomarker panels; it is not a full switchBox replacement.