{"id":"W2110825799","doi":"10.1186/1471-2202-12-s1-p197","title":"Metabifurcation analysis unveils hidden dynamical structure of a neural population model","year":2011,"lang":"en","type":"article","venue":"BMC Neuroscience","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ontario Institute of Technology","funders":"","keywords":"Parameter space; Bifurcation; Population; Attractor; Statistical physics; Mathematics; Dynamical systems theory; Artificial neural network; Computer science; Artificial intelligence; Physics; Mathematical analysis; Statistics; 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":[0.0001182054,0.0001839796,0.0002622833,0.0003783335,0.0001651421,0.00004712319,0.0004863718,0.00006702814,0.00004032617],"category_scores_gemma":[0.0005248406,0.0001574819,0.0001802294,0.002082304,0.0001946744,0.0005755204,0.0001093506,0.0001534883,0.000002464129],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003141796,"about_ca_system_score_gemma":0.00003616193,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009536175,"about_ca_topic_score_gemma":0.00009515872,"domain_scores_codex":[0.9978858,0.0001575375,0.0003934476,0.0007254421,0.0005369392,0.0003008534],"domain_scores_gemma":[0.9990029,0.00008105362,0.000286635,0.0004641094,0.00005682398,0.0001085002],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00004069295,0.00006972955,0.02212092,0.00001218998,0.000002196951,0.000001863945,0.00009281438,0.02370306,0.9452543,0.008060765,0.00000341366,0.0006381029],"study_design_scores_gemma":[0.00009650989,0.00005973516,0.2003854,0.000001690269,0.00007230192,0.000008016912,0.000004854357,0.7480024,0.04838809,0.002854438,0.000001647362,0.0001249392],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9728801,0.000003197695,0.02616711,0.00003088249,0.0003739199,0.0002103611,0.00005606452,0.0000757528,0.0002026123],"genre_scores_gemma":[0.9978029,0.000003427267,0.001640873,0.000358084,0.00001764246,0.000007494742,0.000008452996,0.00001422156,0.0001469613],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8968661,"threshold_uncertainty_score":0.6421924,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06777454702348809,"score_gpt":0.2732921206526389,"score_spread":0.2055175736291508,"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."}}