{"id":"W4295037454","doi":"10.1016/j.tins.2022.08.007","title":"How critical is brain criticality?","year":2022,"lang":"en","type":"review","venue":"Trends in Neurosciences","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":261,"is_retracted":false,"has_abstract":false,"ca_institutions":"Mila - Quebec Artificial Intelligence Institute; Université de Montréal","funders":"Canadian Institutes of Health Research","keywords":"Criticality; Edge of chaos; Computer science; Cognitive science; Cognition; Self-organized criticality; Neuroscience; Metric (unit); Randomness; Field (mathematics); Psychology; Artificial intelligence; Physics; Mathematics; Engineering","routes":{"ca_aff":true,"ca_fund":true,"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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0005459721,0.0005483296,0.001143952,0.001076518,0.000502501,0.000728387,0.001456423,0.0001777322,0.001020673],"category_scores_gemma":[0.00592571,0.0004449288,0.0005163905,0.003946447,0.0009791024,0.0005416775,0.0005246308,0.001170072,0.00002548689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000119485,"about_ca_system_score_gemma":0.0001283978,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000009692779,"about_ca_topic_score_gemma":0.000006731073,"domain_scores_codex":[0.9943641,0.001103518,0.0006130947,0.001924422,0.001111089,0.0008837518],"domain_scores_gemma":[0.9949738,0.003993555,0.0001697473,0.0006396732,0.00001174161,0.0002114457],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000002595916,0.000164834,0.000001502016,0.0008678084,7.894699e-7,0.0002850916,0.00002206738,4.417309e-7,0.0001071195,0.01334166,0.002622165,0.9825839],"study_design_scores_gemma":[0.00006914386,0.0002170072,0.000004282184,0.0002742656,0.00003571547,0.0002107219,0.00001351651,0.0003163032,0.00002185902,0.0009868959,0.9973938,0.0004564393],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00004195682,0.9527544,0.00003540743,0.01997787,0.01368383,0.0005415733,0.0006057235,0.0003304182,0.01202881],"genre_scores_gemma":[0.0004016017,0.9821325,0.00002287973,0.004536812,0.0001659096,0.0001602404,0.0000117042,0.00005676495,0.0125116],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9947717,"threshold_uncertainty_score":0.9998925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2175205036905386,"score_gpt":0.4186338821067487,"score_spread":0.2011133784162101,"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."}}