{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001707191,0.0009627697,0.0007169822,0.002444668,0.001192392,0.002273286,0.001440337,0.001790441,0.04019682],"category_scores_gemma":[0.008614448,0.0001971356,0.0004540906,0.002441483,0.0008638346,0.00286274,0.00126545,0.003918931,0.02161985],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001144541,"about_ca_system_score_gemma":0.001232079,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267917,"about_ca_topic_score_gemma":0.001584848,"domain_scores_codex":[0.9994112,0.0001071957,0.0000553251,0.0001106752,0.0002793607,0.00003629658],"domain_scores_gemma":[0.9945146,0.001599306,0.0002491172,0.000311545,0.002701799,0.0006237187],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002651481,0.00002570524,0.0001087673,0.0006165719,0.000006669043,0.00003897414,0.00004939424,0.0002921619,0.0004891535,0.01018138,0.8948205,0.09334414],"study_design_scores_gemma":[0.000008026731,0.00004093029,0.0006617101,0.0003884175,0.00001006037,0.0001381142,0.00005785025,0.0005542978,0.0003445753,0.01761851,0.9801604,0.00001710344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00106757,0.159916,0.01688504,0.05654297,0.7152046,0.00008961243,0.0008492441,0.0002953502,0.04914965],"genre_scores_gemma":[0.01761742,0.1344602,0.009885938,0.02063586,0.6629495,0.000140307,0.001546443,0.0004538441,0.1523105],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.04019682,"threshold_uncertainty_score":0.1344717,"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."}}