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"classification": "Bidirectional shared only when both directions are positive with max-statistic FWER p<.05; one direction gives asymmetric transport.", "directions": [ "A|H|P", "A|P|H", "B|B|S", "B|S|B" ], "eligible_section_rule": "At least 10 pages and 500 eligible tokens; fixed before scoring.", "forbidden": [ "dictionary", "substitution", "semantics", "language score", "post-hoc section addition" ], "geometry_matching": "Optimal one-to-one assignment on standardized log tokens, mean line length, final-glyph entropy, and final-glyph diversity; outcomes excluded.", "model": "Exact v2.3 final-EVA-glyph hierarchical shrinkage; no feature changes.", "model_hash": "1d5181d94a998470de46907b0508759c5a3a9a70a98a300feff6230e9b8d112d", "null": "Within-source-page next-class permutation, rerun alpha selection; each replicate may select the maximum across all eligible directions.", "primary": "Target log-likelihood gain over the source-trained intercept, bits/token.", "replicates": 200, "spec_sha256": "f88d702568b31dfb2593628cf17f85bd42c6ed56ce17b644aa25bb7fe86ae0fe", "testing": "Apply frozen source model unchanged to matched target-section pages.", "training": "Fit only on matched source-section pages; alpha selected by five-fold source-only CV.", "version": "2.7" }, "terminal_hash": "6470e86890b12cd786fadcd590dea3e7edd6e70f2442aabd50e405a99a99c564" }