{"id":"W4393254328","doi":"10.1088/1742-5468/ad3196","title":"Universality in coupled stochastic Burgers systems with degenerate flux Jacobian","year":2024,"lang":"en","type":"article","venue":"Journal of Statistical Mechanics Theory and Experiment","topic":"Stochastic processes and financial applications","field":"Economics, Econometrics and Finance","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Universality (dynamical systems); Jacobian matrix and determinant; Degenerate energy levels; Mathematics; Burgers' equation; Mathematical physics; Statistical physics; Mathematical analysis; Pure mathematics; Physics; Applied mathematics; Quantum mechanics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001636116,0.0005037683,0.00126489,0.001558879,0.0009474646,0.001752767,0.001024269,0.001198924,0.001337579],"category_scores_gemma":[0.004793786,0.0005747788,0.001293116,0.0004297256,0.003397071,0.001928424,0.001745489,0.0008123999,0.0001011642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001400194,"about_ca_system_score_gemma":0.001222835,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006733553,"about_ca_topic_score_gemma":0.002614968,"domain_scores_codex":[0.9991073,0.000285629,0.00004765871,0.0001482278,0.0002101175,0.0002010433],"domain_scores_gemma":[0.9977864,0.0006284338,0.0006544534,0.0002400844,0.0002646788,0.0004259392],"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":[0.0001173321,0.0001535209,0.006780688,0.00007325374,0.0001600968,0.0007510997,0.0004955906,0.2217443,0.01224863,0.7545507,0.0007254729,0.002199239],"study_design_scores_gemma":[0.00002808321,0.00002980581,0.001238722,0.000006830321,0.00001644752,0.00008146057,0.0000582203,0.9035019,0.0005335311,0.09430736,0.0001715582,0.00002625546],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9228525,0.0001804503,0.07157649,0.0005730765,0.00003981212,0.00003781899,0.0000655574,0.0001934,0.004480977],"genre_scores_gemma":[0.9967287,0.00004187682,0.002475092,0.00003913689,0.00002433961,0.00001469457,0.00002427783,0.00001552464,0.0006363747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006733553,"threshold_uncertainty_score":0.01338875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01553918455128254,"score_gpt":0.2388197001786082,"score_spread":0.2232805156273256,"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."}}