{"id":"W4411302122","doi":"10.1016/j.jneumeth.2025.110510","title":"Making oscillation detection more robust","year":2025,"lang":"en","type":"article","venue":"Journal of Neuroscience Methods","topic":"Neural dynamics and brain function","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Women and Children’s Health Research Institute; University of Alberta","funders":"Hydrocephalus Canada; Natural Sciences and Engineering Research Council of Canada; University of Alberta","keywords":"Oscillation (cell signaling); Computer science; Artificial intelligence; Psychology; Biology","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":[0.002787838,0.001391337,0.001071816,0.001021018,0.0004804753,0.002482103,0.001382312,0.00285513,0.0102219],"category_scores_gemma":[0.02140399,0.001060147,0.0007366234,0.0005874817,0.0008874223,0.004414757,0.002712321,0.002814497,0.003559797],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003266739,"about_ca_system_score_gemma":0.0006486922,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003480351,"about_ca_topic_score_gemma":0.000564087,"domain_scores_codex":[0.9979535,0.0004701559,0.0001176187,0.0007790268,0.0005359598,0.0001436927],"domain_scores_gemma":[0.9940416,0.003090954,0.0004301725,0.001564725,0.0006270638,0.0002454132],"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":[0.0008754005,0.0002708157,0.001882423,0.000274535,0.0002541366,0.0001370189,0.0001228024,0.01419249,0.5716032,0.02535805,0.005030665,0.3799983],"study_design_scores_gemma":[0.0003031254,0.0006079006,0.007689082,0.0001392097,0.000270143,0.0008001714,0.0001060151,0.6016634,0.2634774,0.1033019,0.02146274,0.0001788655],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.04150799,0.0003968524,0.9474059,0.00196152,0.0009526939,0.00006193201,0.0001524602,0.002141262,0.00541936],"genre_scores_gemma":[0.4955551,0.0004082845,0.4911757,0.001785137,0.0009966643,0.0001791609,0.0003822996,0.002049305,0.007468424],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.0102219,"threshold_uncertainty_score":0.03419566,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1390966598198325,"score_gpt":0.4251492825326375,"score_spread":0.286052622712805,"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."}}