{"id":"W4409324512","doi":"10.1371/journal.pcbi.1012926","title":"A comprehensive investigation of intracortical and corticothalamic models of the alpha rhythm","year":2025,"lang":"en","type":"article","venue":"PLoS Computational Biology","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; Centre for Addiction and Mental Health","funders":"Canadian Institutes of Health Research; Krembil Foundation","keywords":"Neuroscience; Sigmoid function; Computer science; Artificial intelligence; Statistical physics; Psychology; Artificial neural network; Cognitive science; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0000251775,0.00005677724,0.0001220108,0.00005654703,0.00004530652,0.000003901563,0.00006842938,0.00003647776,0.000002517399],"category_scores_gemma":[0.0001308795,0.00004076436,0.00002706094,0.000186672,0.0004091721,0.00003889226,0.00007262162,0.00006935785,5.339619e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008810035,"about_ca_system_score_gemma":0.00004453372,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000582131,"about_ca_topic_score_gemma":9.028072e-7,"domain_scores_codex":[0.9993637,0.0001110634,0.0002204668,0.0001600981,0.00007545264,0.00006925517],"domain_scores_gemma":[0.9990664,0.0006583377,0.0001025974,0.00006946774,0.00008830036,0.00001492106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00002542957,0.00003168863,0.004541778,0.00004019544,0.0000113976,3.395504e-7,0.00004383968,0.009814424,0.686815,0.2976942,0.00001494113,0.0009667291],"study_design_scores_gemma":[0.0001987411,0.00006173439,0.07594543,0.0000230516,0.00001234382,0.000009368136,0.000005675496,0.545032,0.05186866,0.3267993,0.000006532322,0.00003721909],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933951,0.00002110761,0.005201228,0.000934973,0.0001442256,0.0001475286,0.00002128047,0.000009669168,0.0001248236],"genre_scores_gemma":[0.9987657,0.000007925204,0.0003951951,0.0007955134,0.000007433885,0.00000465254,0.000006453079,0.000002466174,0.00001463731],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6349463,"threshold_uncertainty_score":0.1662323,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03773635532650298,"score_gpt":0.2623717127607283,"score_spread":0.2246353574342253,"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."}}