{"id":"W4310984249","doi":"10.3389/fncom.2022.1037550","title":"Quasicriticality explains variability of human neural dynamics across life span","year":2022,"lang":"en","type":"article","venue":"Frontiers in Computational Neuroscience","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Institut de Valorisation des Données; National Science Foundation","keywords":"Life span; Dynamics (music); Span (engineering); Neural system; Computer science; Neuroscience; Psychology; Biology; Evolutionary biology; Engineering","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007004574,0.0002822781,0.0003679685,0.0009777779,0.0002651496,0.0006565383,0.0004150983,0.0003377696,0.00112405],"category_scores_gemma":[0.004094444,0.0001532708,0.0004347453,0.0005367612,0.0006621832,0.0006991133,0.0005752858,0.0003709753,0.0002403904],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002585408,"about_ca_system_score_gemma":0.0002387633,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003654833,"about_ca_topic_score_gemma":0.003981406,"domain_scores_codex":[0.9998285,0.0000459698,0.000009129896,0.00007892595,0.0000154506,0.00002199725],"domain_scores_gemma":[0.9986394,0.0006603552,0.0002557797,0.0002658884,0.00009408387,0.00008446357],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0009644141,0.0001758014,0.5688585,0.0005694922,0.0008787378,0.001669074,0.002142385,0.1748207,0.05554762,0.03790557,0.00955914,0.1469086],"study_design_scores_gemma":[0.00001985813,0.0001491004,0.508015,0.00005038717,0.00009363324,0.0008586523,0.0002371327,0.3957475,0.002405955,0.08933689,0.003025068,0.00006089846],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9379088,0.001018398,0.05760785,0.0004181171,0.00002449263,0.00001941155,0.001537315,0.0001728315,0.001292786],"genre_scores_gemma":[0.9969018,0.0001927968,0.00186015,0.00002352601,0.00002498234,0.00001214172,0.0007843582,0.00002556224,0.0001746769],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003654833,"threshold_uncertainty_score":0.007267118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03413765605206404,"score_gpt":0.3017602178160157,"score_spread":0.2676225617639517,"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."}}