{"id":"W2531433263","doi":"","title":"Transient brain dynamic patterns, a nonlinear dynamical systems approach to neural function","year":2003,"lang":"en","type":"article","venue":"Acta Neurobiologiae Experimentalis","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; Hospital for Sick Children","funders":"","keywords":"Transient (computer programming); Nonlinear system; Neural system; Control theory (sociology); Computer science; Brain function; Dynamical systems theory; Function (biology); Artificial neural network; Neuroscience; Physics; Artificial intelligence; Psychology; Biology","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002173335,0.0004752114,0.0003854756,0.0001942239,0.00029302,0.0001911182,0.0004278334,0.0001840578,0.00005673227],"category_scores_gemma":[0.0002666087,0.0004049699,0.0001932998,0.0004725268,0.0001125287,0.0002760917,0.0001043307,0.0003747976,0.00006311233],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001738729,"about_ca_system_score_gemma":0.00002536781,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004917345,"about_ca_topic_score_gemma":0.00000471155,"domain_scores_codex":[0.9964148,0.0007070193,0.0005116811,0.001299185,0.0003432162,0.0007240967],"domain_scores_gemma":[0.9987536,0.0002247241,0.000141329,0.0005709636,0.00002936133,0.0002799972],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001191993,0.000434837,0.0001481369,0.00002187763,0.000009495523,0.00001798032,0.0001221893,0.0008207945,0.9959611,0.001032281,0.001079492,0.0002325797],"study_design_scores_gemma":[0.005537048,0.00720885,0.006007534,0.0001164783,0.0001192996,0.002130466,0.002801199,0.4263707,0.4789455,0.00008145875,0.0665448,0.004136698],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.990283,0.00004097915,0.002768533,0.0006436785,0.002721459,0.001163472,0.0001902475,0.0003287171,0.001859966],"genre_scores_gemma":[0.9935889,0.00001424362,0.0001522385,0.005284333,0.00007102365,0.0002017886,0.0001529454,0.00007111952,0.0004634056],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5170156,"threshold_uncertainty_score":0.9998402,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02390753357536268,"score_gpt":0.2592784242038496,"score_spread":0.2353708906284869,"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."}}