{"id":"W3169641715","doi":"10.1088/1742-6596/2038/1/012009","title":"Pseudo-hermitian random matrix theory: a review","year":2021,"lang":"en","type":"article","venue":"Journal of Physics Conference Series","topic":"Random Matrices and Applications","field":"Mathematics","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Eigenvalues and eigenvectors; Disjoint sets; Metric (unit); Random matrix; Focus (optics); Matrix (chemical analysis); Complex plane; Diagrammatic reasoning","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":[0.0005030987,0.0001375222,0.0005511331,0.00002137717,0.00008798495,0.00008674328,0.0002228726,0.00003640237,0.0004084157],"category_scores_gemma":[0.000321251,0.0001042826,0.0002628287,0.0002420918,0.00006259513,0.0003244964,0.00004119725,0.0002110451,0.00001855804],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001521212,"about_ca_system_score_gemma":0.0002806768,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":7.67616e-7,"about_ca_topic_score_gemma":0.000002377874,"domain_scores_codex":[0.9987972,0.0001566343,0.0005268988,0.0001059208,0.0002677217,0.0001456602],"domain_scores_gemma":[0.9979845,0.0003539922,0.0005811848,0.0002743306,0.0007265951,0.00007942742],"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":[0.00009535292,0.0001322631,0.0000160119,0.0008270529,0.0001151665,0.00003722642,0.0003227652,0.000001955829,0.002645309,0.9641556,0.006093532,0.02555779],"study_design_scores_gemma":[0.001427107,0.00005612259,0.00002372194,0.001277797,0.0003433012,0.0003140175,0.0004792105,0.000009865867,0.0200917,0.9611654,0.01464504,0.0001667331],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08830938,0.05468141,0.756194,0.0382327,0.001456366,0.001969755,0.0001499285,0.0002218053,0.05878466],"genre_scores_gemma":[0.8904889,0.05492606,0.04271352,0.001012851,0.001473212,0.00004875049,0.00001342604,0.00008250374,0.009240834],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8021795,"threshold_uncertainty_score":0.4471866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04232104010298104,"score_gpt":0.3364939908202004,"score_spread":0.2941729507172193,"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."}}