{"id":"W4361271149","doi":"10.23947/2587-8999-2023-6-1-41-52","title":"Correspondence to biophysical criteria of nonlinear effects in the occurrence of Feigenbaum  bifurcation cascade in models of invasive processes","year":2023,"lang":"en","type":"article","venue":"COMPUTATIONAL MATHEMATICS AND INFORMATION TECHNOLOGIES","topic":"Aquatic and Environmental Studies","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Nonlinear system; Cascade; Bifurcation; Parametric statistics; Mathematics; Statistical physics; Interpretation (philosophy); Applied mathematics; Stability (learning theory); Set (abstract data type); Trajectory; Limit (mathematics); Computer science; Control theory (sociology); Mathematical analysis; Physics; Artificial intelligence; Statistics; Engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001621919,0.0000520098,0.0001265596,0.0001885003,0.00002121908,0.000006585046,0.0001253913,0.00002832122,0.000004216066],"category_scores_gemma":[0.0003684961,0.00003564145,0.000009719392,0.00059557,0.0001258891,0.0003192559,0.00003057006,0.00003538722,0.000009416862],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000002393198,"about_ca_system_score_gemma":0.00002078111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004194529,"about_ca_topic_score_gemma":0.0000156874,"domain_scores_codex":[0.9994212,0.00000862966,0.0002932642,0.00004523748,0.0001707165,0.0000609682],"domain_scores_gemma":[0.9991853,0.0005822998,0.000138232,0.00005331406,0.00003512332,0.000005715762],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008998867,0.0002463297,0.06893221,0.007359312,0.00003215105,0.000002310544,0.06841675,0.7342656,0.0004799662,0.02473071,0.000464879,0.09497976],"study_design_scores_gemma":[0.0001961466,0.0002110318,0.1707187,0.0003107358,0.000005202055,0.000002097053,0.01595041,0.7343482,0.003344015,0.07480891,0.00001144336,0.00009313131],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9923111,0.00005731307,0.007028918,0.0001545212,0.00001216323,0.0002241044,0.0000667552,0.00001395061,0.0001311969],"genre_scores_gemma":[0.9918962,0.0001218277,0.007916322,0.00001585049,9.296426e-7,0.000006191182,0.00004164216,4.505864e-7,5.778214e-7],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1017865,"threshold_uncertainty_score":0.1453416,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0223721263213131,"score_gpt":0.2433698579278299,"score_spread":0.2209977316065168,"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."}}