{ "model_type": "LogisticRegression", "version": "1.0.0", "threshold": 0.35, "features": [ "score_stat", "score_method", "score_citation", "score_repro", "score_novelty", "score_grim", "score_sprite", "score_granularity", "score_pcurve", "score_effect", "score_retraction", "score_cartel", "score_llm", "score_fraud", "score_temporal", "score_dna", "score_dataprint", "score_peerreview", "score_spectrum", "feat_n_nonzero", "feat_integrity_index" ], "n_features": 21, "cv_auc_mean": 0.6023, "cv_auc_std": 0.0434, "full_auc": 0.6465, "full_f1": 0.5858, "full_recall": 0.9389, "trained_on": "SciPeerBench v1.1 (444 papers)", "honest_eval": true, "note": "No year/field leakage. Honest holdout evaluation." }