{"id":"W4392446425","doi":"10.1101/2024.03.01.583035","title":"A comprehensive investigation of intracortical and corticothalamic models of the alpha rhythm","year":2024,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"","keywords":"Neuroscience; Sigmoid function; Limit cycle; Computer science; Alpha (finance); Artificial intelligence; Statistical physics; Artificial neural network; Psychology; Cognitive science; Limit (mathematics); Physics; Mathematics; Developmental psychology","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":[0.0004462037,0.0005362772,0.000579618,0.0005407865,0.0003310684,0.0007740853,0.0008146068,0.0008281885,0.001536963],"category_scores_gemma":[0.00127384,0.0002018127,0.0008879454,0.000327943,0.0005447058,0.0006709858,0.0005819078,0.000539023,0.0002406995],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005226449,"about_ca_system_score_gemma":0.0005514472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00369609,"about_ca_topic_score_gemma":0.002931495,"domain_scores_codex":[0.9998651,0.00005975587,0.000006622391,0.00002088456,0.00003218322,0.00001544835],"domain_scores_gemma":[0.9995436,0.0002587525,0.00007050717,0.00003918022,0.0000524811,0.00003547312],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002369142,0.00006320429,0.001223725,0.00008118944,0.00008116775,0.0002712293,0.0001176204,0.9054125,0.003539828,0.08403789,0.0008992642,0.004248668],"study_design_scores_gemma":[0.00000450167,0.00001519586,0.0002406686,0.000007656416,0.000008245035,0.00002051883,0.00001499202,0.9877154,0.00009535069,0.0115163,0.0003567864,0.000004272111],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6169772,0.003237071,0.3182872,0.00193169,0.0001196457,0.00007727232,0.0003659464,0.0003559862,0.05864788],"genre_scores_gemma":[0.9892409,0.0006222078,0.006262616,0.00005352476,0.00004074606,0.00004834305,0.00006933565,0.00003119393,0.003630906],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00369609,"threshold_uncertainty_score":0.007349133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02751446291822881,"score_gpt":0.2246464458036202,"score_spread":0.1971319828853914,"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."}}