{"id":"W4283018032","doi":"10.3389/fncom.2022.875282","title":"Recent Trends in Non-invasive Neural Recording Based Brain-to-Brain Synchrony Analysis on Multidisciplinary Human Interactions for Understanding Brain Dynamics: A Systematic Review","year":2022,"lang":"en","type":"review","venue":"Frontiers in Computational Neuroscience","topic":"EEG and Brain-Computer Interfaces","field":"Neuroscience","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Computer science; Coherence (philosophical gambling strategy); Brain activity and meditation; Multidisciplinary approach; Cognitive neuroscience; Brain–computer interface; Electroencephalography; Cognition; Neural engineering; Neuroscience; Psychology; Artificial intelligence","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":[0.01276249,0.001606836,0.005985364,0.0215854,0.0007657074,0.003896995,0.002256234,0.002418225,0.00514592],"category_scores_gemma":[0.05596536,0.001007993,0.006082622,0.01565914,0.001214932,0.003749384,0.00231259,0.001641725,0.000692647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003368022,"about_ca_system_score_gemma":0.01844424,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006565922,"about_ca_topic_score_gemma":0.02107664,"domain_scores_codex":[0.991154,0.002541207,0.003717077,0.0007211991,0.001628243,0.0002383316],"domain_scores_gemma":[0.9223911,0.06108977,0.008003407,0.0008451562,0.007123281,0.0005473354],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.00009543695,0.0000233179,0.0004050478,0.8765233,0.001929327,0.0001289082,0.0003921583,0.0001404873,0.0002893204,0.000931383,0.003586055,0.1155552],"study_design_scores_gemma":[0.00005074157,0.0001028442,0.001441648,0.9288436,0.01217186,0.0003441926,0.0003477477,0.0000917244,0.0001628625,0.0008952483,0.05550816,0.00003952979],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0002074822,0.9985505,0.0002443015,0.0004414563,0.0001421239,0.00008797078,0.0001306318,0.000007046261,0.0001885099],"genre_scores_gemma":[0.002093114,0.9960462,0.0007221323,0.0005718156,0.0001140877,0.0002463402,0.0001160108,0.000005851452,0.00008436299],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.0215854,"threshold_uncertainty_score":0.06749529,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1101154437339773,"score_gpt":0.3901034502464072,"score_spread":0.2799880065124299,"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."}}