{"id":"W2029899458","doi":"10.1142/s0218301308011951","title":"SPECTRAL DISTRIBUTION ANALYSIS OF RANDOM INTERACTIONS WITH J-SYMMETRY AND ITS EXTENSIONS","year":2008,"lang":"en","type":"article","venue":"International Journal of Modern Physics E","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Laurentian University","funders":"","keywords":"Gaussian; Mathematics; TRACE (psycholinguistics); Centroid; Symmetry (geometry); Distribution (mathematics); Random matrix; Statistical physics; Spectral power distribution; Energy (signal processing); Eigenvalues and eigenvectors; Bivariate analysis; Physics; Mathematical analysis; Quantum mechanics; Statistics; Geometry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00007130464,0.00009231166,0.0002922991,0.00009978427,0.00005069602,0.00001821458,0.0001254605,0.00001431407,0.00005056045],"category_scores_gemma":[0.000006971396,0.00006929744,0.0002157761,0.0001876151,0.00004365375,0.0002295744,0.00002543956,0.0001427139,0.000001513031],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002987463,"about_ca_system_score_gemma":0.00004130308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004984694,"about_ca_topic_score_gemma":0.000004187725,"domain_scores_codex":[0.9991099,0.000028288,0.000344046,0.00009394497,0.0003369362,0.00008686304],"domain_scores_gemma":[0.9988403,0.00009732429,0.0004107919,0.00006531826,0.000518217,0.00006807179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002762997,0.003460168,0.4547139,0.00002915855,0.03303883,0.0001510569,0.002877226,0.1057644,0.03715243,0.3302521,0.0008856865,0.02891201],"study_design_scores_gemma":[0.005815211,0.0002986267,0.1365695,0.0002336462,0.00194829,0.0001873982,0.0002814354,0.8098321,0.006096311,0.03786721,0.0004226881,0.0004475609],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7633678,0.00003987769,0.2358033,0.00009893531,0.0001330236,0.00003278769,0.0001493502,0.000002640362,0.0003723435],"genre_scores_gemma":[0.9993697,0.00001469273,0.0001353374,0.000009309771,0.000337134,0.000001330204,0.00006621089,0.000006361433,0.00005989767],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7040676,"threshold_uncertainty_score":0.2825868,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01442971990475472,"score_gpt":0.263033559728975,"score_spread":0.2486038398242203,"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."}}