{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000374687,0.0004486437,0.0004146488,0.0005672727,0.0002401434,0.000996377,0.0005492375,0.000595526,0.001849076],"category_scores_gemma":[0.001721811,0.0002455167,0.0004665595,0.0004166216,0.00103492,0.001732987,0.0005073684,0.0006611771,0.0002231235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004435033,"about_ca_system_score_gemma":0.0002676943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001163197,"about_ca_topic_score_gemma":0.0007267005,"domain_scores_codex":[0.9998975,0.00003311855,0.000007860519,0.00002552459,0.00002564984,0.00001036235],"domain_scores_gemma":[0.9996985,0.0001797421,0.0000391551,0.00002947191,0.00003680856,0.0000162111],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00006104138,0.00002665099,0.001027525,0.0001338957,0.00005996724,0.0001567643,0.0002658385,0.2217461,0.01278202,0.7275912,0.001137957,0.03501116],"study_design_scores_gemma":[0.000009594062,0.00002807107,0.001105532,0.00001402997,0.00001338886,0.00008795476,0.00006888962,0.6390235,0.0004843194,0.3576083,0.001540287,0.00001612555],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04006176,0.001682405,0.9479259,0.0009945965,0.0001209298,0.00002257996,0.0001088347,0.00009233886,0.008990656],"genre_scores_gemma":[0.9314439,0.002736029,0.0569271,0.000119604,0.0003551493,0.0001116386,0.0001037297,0.00008338999,0.008119605],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001849076,"threshold_uncertainty_score":0.00618583,"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."}}