{"id":"W4403769292","doi":"10.1007/s10955-024-03354-0","title":"No-Resonance Conditions, Random Matrices, and Quantum Chaotic Models","year":2024,"lang":"en","type":"article","venue":"Journal of Statistical Physics","topic":"Quantum chaos and dynamical systems","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Royal Society","keywords":"Statistical physics; Chaotic; Quantum; Physics; Random matrix; Quantum chaos; Resonance (particle physics); Stochastic resonance; Quantum mechanics; Mathematics; Quantum dynamics; Computer science; Eigenvalues and eigenvectors","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001706837,0.0001364481,0.0003379279,0.00003335575,0.00006702763,0.0001383132,0.00008540259,0.00002776871,0.0001169423],"category_scores_gemma":[0.00001228126,0.0001013955,0.00009992105,0.000111337,0.0000901996,0.0002863535,0.00002401002,0.0002748078,0.00005507279],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002057736,"about_ca_system_score_gemma":0.00006658373,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005052669,"about_ca_topic_score_gemma":2.469231e-7,"domain_scores_codex":[0.9989341,0.00004870811,0.0004316637,0.0001379193,0.0002585491,0.0001890853],"domain_scores_gemma":[0.9990323,0.0004871865,0.0001244695,0.00007648906,0.0001226475,0.0001568745],"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":[0.0000424547,0.00008263192,0.000182031,0.0001015585,0.00007732742,0.00003150553,0.00005914014,0.0003534017,0.0001094268,0.9868625,0.004285099,0.007812947],"study_design_scores_gemma":[0.0005745782,0.00009309829,0.0002126295,0.000194505,0.0000696577,0.00001215779,0.00003560587,0.4203626,0.000007397342,0.5759426,0.002380976,0.0001142101],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02595927,0.00223459,0.9684369,0.0001214743,0.000632342,0.0001190248,0.0005670259,0.00001728837,0.00191206],"genre_scores_gemma":[0.9973742,0.00006353251,0.001293757,0.0000247908,0.001069433,0.000003459673,0.00001859927,0.00001855275,0.0001336599],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9714149,"threshold_uncertainty_score":0.4134787,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01108950888123699,"score_gpt":0.2660728643476566,"score_spread":0.2549833554664196,"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."}}