{"id":"W4390966329","doi":"10.1016/j.physd.2023.134025","title":"Applied and computational complex analysis in the study of nonlinear phenomena","year":2024,"lang":"en","type":"article","venue":"Physica D Nonlinear Phenomena","topic":"Nonlinear Waves and Solitons","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"Engineering and Physical Sciences Research Council","keywords":"Nonlinear system; Partial differential equation; Conformal map; Riemann hypothesis; Mathematics; Hermite polynomials; Integrable system; Applied mathematics; Algebra over a field; Calculus (dental); Mathematical analysis; Pure mathematics; Physics","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":[0.000283716,0.0002631485,0.0005090638,0.0002506278,0.0001214974,0.0001242525,0.0002985914,0.00002193839,0.0001389712],"category_scores_gemma":[0.000001864679,0.0001973481,0.0001628692,0.001377089,0.0001201809,0.00009586586,0.0001167826,0.0002767181,0.00002592589],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000019938,"about_ca_system_score_gemma":0.00005613038,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002468067,"about_ca_topic_score_gemma":0.00002427793,"domain_scores_codex":[0.9983057,0.0001015815,0.0004714134,0.0004657948,0.0003525359,0.0003030247],"domain_scores_gemma":[0.9991106,0.0002959233,0.0001012487,0.0003713558,0.00005019476,0.00007069999],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0005040541,0.04118161,0.08141474,0.0007859401,0.01945289,0.00006007335,0.1600803,0.1557458,0.003790672,0.2698349,0.001046695,0.2661022],"study_design_scores_gemma":[0.002498046,0.0004575279,0.05641618,0.00003426551,0.001309742,0.000001028724,0.02284207,0.8899876,0.00004734815,0.0116375,0.01397786,0.0007908317],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.981583,0.00008620573,0.0007895931,0.0002569905,0.00005400341,0.0007039029,0.0004179801,0.00004089082,0.01606745],"genre_scores_gemma":[0.9958931,0.000002134936,0.001993913,0.00006256698,0.001521578,0.00004092807,0.0003950118,0.0000299959,0.00006082288],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7342418,"threshold_uncertainty_score":0.8047624,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0204519570132327,"score_gpt":0.285830217458825,"score_spread":0.2653782604455923,"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."}}