{"id":"W4226323232","doi":"10.1051/ps/2025018","title":"Consistency of spectral seriation","year":2025,"lang":"en","type":"preprint","venue":"ESAIM Probability and Statistics","topic":"Random Matrices and Applications","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Mila - Quebec Artificial Intelligence Institute","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Combinatorics; Sigma; Estimator; Lambda; Mathematics; Permutation (music); Graph; Adjacency matrix; Physics; Discrete mathematics; Statistics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02038036,0.001262738,0.002076718,0.00274093,0.001416746,0.003104027,0.003900807,0.003236677,0.003918592],"category_scores_gemma":[0.1933476,0.001295385,0.001456521,0.001729008,0.006278099,0.007667195,0.004338753,0.003115884,0.001757177],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001230549,"about_ca_system_score_gemma":0.001591248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009817661,"about_ca_topic_score_gemma":0.0006513188,"domain_scores_codex":[0.9849082,0.00797755,0.0007799096,0.0037931,0.001680269,0.0008609339],"domain_scores_gemma":[0.8371415,0.1190405,0.006859532,0.02557931,0.009744463,0.001634724],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.002285435,0.0002620283,0.02481041,0.0006809322,0.0004637341,0.0004902835,0.0009030837,0.3478523,0.008926919,0.5036646,0.007097632,0.1025626],"study_design_scores_gemma":[0.00009694899,0.000204112,0.002337724,0.00008668938,0.00004502652,0.0003743808,0.0001383824,0.7155379,0.007772165,0.2711581,0.002166485,0.00008208721],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08737629,0.0004341373,0.9063236,0.0005741572,0.0001373685,0.000121954,0.0004770233,0.0008578316,0.00369767],"genre_scores_gemma":[0.825331,0.0005209132,0.167925,0.0006535311,0.0002388794,0.000359646,0.001535395,0.0005686913,0.002866903],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02038036,"threshold_uncertainty_score":0.107783,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05090842766983227,"score_gpt":0.3321712753694555,"score_spread":0.2812628476996232,"validation_status":"score_only:v0-immature-baseline","note":"Baseline scores from an immature model (maturity gate not passed). Scores rank; they never assert a category."}}