{"id":"W4416235609","doi":"10.1038/s41598-025-23562-2","title":"Brain signal complexity tracks mind-wandering and visual perceptual learning","year":2025,"lang":"en","type":"article","venue":"Scientific Reports","topic":"Mind wandering and attention","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Addiction and Mental Health; Hotchkiss Brain Institute; University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research; Hotchkiss Brain Institute, University of Calgary","keywords":"Task (project management); Perception; Electroencephalography; SIGNAL (programming language); Perceptual learning; Neural correlates of consciousness; Neural activity","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":[0.0001452488,0.0001729034,0.0001807378,0.0002812562,0.00009220643,0.0003710714,0.00009611763,0.0002214755,0.0009674568],"category_scores_gemma":[0.001433461,0.0000967075,0.0000934707,0.0001387077,0.0001992407,0.0002232503,0.0002305865,0.0002706316,0.0001234527],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001248168,"about_ca_system_score_gemma":0.00008664213,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000710008,"about_ca_topic_score_gemma":0.00163255,"domain_scores_codex":[0.9999131,0.00001017519,0.000006000627,0.00002835849,0.00002651732,0.00001597241],"domain_scores_gemma":[0.9993244,0.0001673853,0.000288167,0.00005162165,0.0000708379,0.00009753802],"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":[0.001683697,0.0004812865,0.384567,0.0001256784,0.0001484011,0.0004085003,0.001159487,0.0006453777,0.5273409,0.0002077029,0.0003198941,0.08291206],"study_design_scores_gemma":[0.00000341004,0.0002309152,0.9935538,0.000002069644,0.000007678015,0.0001502238,0.00006980569,0.000345891,0.00545575,0.00009469855,0.00008147713,0.000004377034],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989955,0.00007661433,0.0006015383,0.000009812312,0.000001782715,0.000004502796,0.00003211818,0.00001001076,0.0002680535],"genre_scores_gemma":[0.9990838,0.00005598502,0.0005132907,0.000007357824,0.000004350732,0.000005339675,0.00007796915,0.000003198394,0.0002486511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009674568,"threshold_uncertainty_score":0.003236413,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04707025446065941,"score_gpt":0.30950294758762,"score_spread":0.2624326931269606,"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."}}