{"id":"W3196128407","doi":"10.3389/fnrgo.2021.687108","title":"Hybrid Harmony: A Multi-Person Neurofeedback Application for Interpersonal Synchrony","year":2021,"lang":"en","type":"article","venue":"Frontiers in Neuroergonomics","topic":"Action Observation and Synchronization","field":"Psychology","cited_by":24,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Mila - Quebec Artificial Intelligence Institute; Centre Hospitalier Universitaire Sainte-Justine","funders":"Stimuleringsfonds Creatieve Industrie; Nederlandse Organisatie voor Wetenschappelijk Onderzoek","keywords":"Neurofeedback; Harmony (color); Psychology; Interpersonal communication; Computer science; Cognitive psychology; Communication; Neuroscience; Art; Electroencephalography","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":[0.000397689,0.0004857465,0.000270499,0.0004001241,0.0001929435,0.0002642812,0.0005787745,0.0003917987,0.004945153],"category_scores_gemma":[0.0008345804,0.0001362745,0.0002298698,0.0001550761,0.0001888055,0.0004124624,0.001013523,0.0002021348,0.0004731662],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001326578,"about_ca_system_score_gemma":0.0001501942,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004817942,"about_ca_topic_score_gemma":0.001288423,"domain_scores_codex":[0.9998214,0.00004520165,0.00000980575,0.000045572,0.00005769752,0.00002041352],"domain_scores_gemma":[0.999759,0.0001282832,0.00002005822,0.00002812627,0.00002377432,0.0000408283],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002227769,0.0008279413,0.007273701,0.0005724792,0.0002017693,0.001063222,0.001991376,0.003847569,0.4103173,0.001102539,0.007863935,0.5627103],"study_design_scores_gemma":[0.001896935,0.01303204,0.2324658,0.0002954135,0.0008274286,0.01237151,0.0021255,0.2228573,0.3765574,0.01236624,0.1246769,0.0005275171],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.5996782,0.0008234234,0.3773369,0.0004392599,0.0001654161,0.001208184,0.0009579515,0.01051354,0.00887714],"genre_scores_gemma":[0.8314369,0.0004105602,0.1589592,0.0003288512,0.00007791541,0.001038629,0.000454822,0.0003794898,0.006913643],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.004945153,"threshold_uncertainty_score":0.01654321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03870338932950105,"score_gpt":0.2906054157585899,"score_spread":0.2519020264290889,"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."}}