{"id":"W4413682603","doi":"10.1016/j.plrev.2025.08.009","title":"Surfing brain waves without sinking","year":2025,"lang":"en","type":"review","venue":"Physics of Life Reviews","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Royal Ottawa Mental Health Centre; University of Ottawa","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Brain waves; Computer science; Neuroscience; Psychology; Cognitive science; Electroencephalography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006104143,0.001498046,0.001580266,0.002281204,0.000377836,0.001330114,0.000907025,0.00185014,0.004702533],"category_scores_gemma":[0.001349718,0.0003927489,0.0004384311,0.00188887,0.001140829,0.002325593,0.001034819,0.002450437,0.003765067],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000767314,"about_ca_system_score_gemma":0.001155507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0012968,"about_ca_topic_score_gemma":0.002345913,"domain_scores_codex":[0.9998141,0.00003619691,0.00002331705,0.0000325486,0.00007739104,0.00001650451],"domain_scores_gemma":[0.9997193,0.0001412437,0.00003357785,0.00001300719,0.00007009728,0.00002270596],"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":[0.00004968772,0.00003587507,0.00007417582,0.01391148,0.00007102005,0.0001097731,0.00007250856,0.0005979469,0.001568315,0.01839436,0.09310965,0.8720052],"study_design_scores_gemma":[0.00001215246,0.00003330993,0.000282946,0.002929756,0.00005815175,0.0004281653,0.00003505095,0.0001403522,0.0002890306,0.01202759,0.9837468,0.00001663158],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00005424993,0.9960179,0.0003844895,0.0004380827,0.0009043297,0.00000463123,0.00001853045,0.00001185845,0.002165953],"genre_scores_gemma":[0.000576575,0.9962776,0.0002877707,0.0003453864,0.0008793204,0.00000921113,0.00002339734,0.000004239316,0.001596326],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.004702533,"threshold_uncertainty_score":0.01573157,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1468760889128355,"score_gpt":0.3748231750255439,"score_spread":0.2279470861127084,"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."}}