{"id":"W3043632056","doi":"10.3934/dcdss.2020417","title":"Preface: Recent advances in bifurcation theory and application","year":2020,"lang":"en","type":"article","venue":"Discrete and Continuous Dynamical Systems - S","topic":"Differential Equations and Numerical Methods","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"","keywords":"Bifurcation; Computer science; Physics; Quantum mechanics; Nonlinear system","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":[0.0003810237,0.0001194516,0.0002821421,0.00002925788,0.00005009614,0.00005556619,0.00006819453,0.00007278426,0.000007035457],"category_scores_gemma":[0.0003384959,0.00009377758,0.00002322147,0.0001513903,0.00005600827,0.000122381,0.00004320332,0.0001031215,0.000001872553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001665867,"about_ca_system_score_gemma":0.000005837918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002089054,"about_ca_topic_score_gemma":0.00001325797,"domain_scores_codex":[0.9988509,0.0002955265,0.0003161752,0.0002735275,0.000121689,0.00014216],"domain_scores_gemma":[0.999307,0.0003362366,0.0001102347,0.0001076668,0.00003297893,0.0001058847],"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":[0.0001398132,0.00006576091,0.001759337,0.0003171245,0.00001964234,0.000001158033,0.0007244546,0.00001401991,0.00180737,0.578948,0.0000192822,0.4161841],"study_design_scores_gemma":[0.00293348,0.0007165386,0.009518106,0.000435353,0.0002174031,0.00001602122,0.005173307,0.4251967,0.0002238704,0.5035562,0.05081365,0.001199376],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2584508,0.00452855,0.7335722,0.0009018591,0.00008242233,0.0008086793,0.0000176696,0.00008601195,0.001551704],"genre_scores_gemma":[0.9974439,0.0007710439,0.0014475,0.000072403,0.0000515344,0.0001080993,0.0000160204,0.0000142684,0.00007521854],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.738993,"threshold_uncertainty_score":0.3824139,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01813727392731641,"score_gpt":0.315747345517018,"score_spread":0.2976100715897016,"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."}}