{"id":"W4408482272","doi":"10.1101/2025.03.14.643170","title":"Distinct Alpha Networks Modulate Different Aspects of Perceptual Decision-Making","year":2025,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Columbia College","funders":"","keywords":"Alpha (finance); Perception; Psychology; Cognitive psychology; Computer science; Neuroscience; 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":[0.0002409586,0.0002120721,0.0001488569,0.0001974027,0.0001130146,0.000386443,0.0001183237,0.0001872656,0.001236861],"category_scores_gemma":[0.001697342,0.00009872741,0.0001071907,0.0001222951,0.0002921517,0.0003663014,0.0003082446,0.0003074586,0.0001331167],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001400551,"about_ca_system_score_gemma":0.0001055674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000486363,"about_ca_topic_score_gemma":0.0006242106,"domain_scores_codex":[0.999892,0.00002025132,0.000008620259,0.00003895701,0.00002163787,0.00001852322],"domain_scores_gemma":[0.9995382,0.0001966009,0.0001194166,0.00003557063,0.00006004888,0.00005025619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001132448,0.00009575595,0.04667821,0.0003661066,0.0001880801,0.0003104754,0.001374763,0.002146909,0.8766488,0.001680673,0.000778319,0.06859941],"study_design_scores_gemma":[0.00004005286,0.0002457767,0.9489328,0.0000686745,0.0001281432,0.0003087081,0.000447644,0.01063708,0.02875196,0.00890365,0.001501783,0.00003375466],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9849104,0.001035035,0.009769559,0.0002748011,0.00004313576,0.00002490136,0.0001985521,0.00005819273,0.003685412],"genre_scores_gemma":[0.9985594,0.0001510161,0.0009222379,0.00004393013,0.00001996669,0.000008856195,0.00005356481,0.000009764975,0.0002312893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001236861,"threshold_uncertainty_score":0.004137695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01634900121720631,"score_gpt":0.2392663437933454,"score_spread":0.2229173425761391,"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."}}