{"id":"W3204132846","doi":"10.3390/quantum3040038","title":"Contextuality in Neurobehavioural and Collective Intelligence Systems","year":2021,"lang":"en","type":"article","venue":"Quantum Reports","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Kochen–Specker theorem; Realm; Complex system; Computer science; Mathematics; Quantum; Artificial intelligence; Physics; Quantum mechanics","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":[0.00136948,0.0003715519,0.0005949365,0.0009665042,0.001434078,0.003624272,0.0008143802,0.001080526,0.00241256],"category_scores_gemma":[0.004025748,0.0003288472,0.0005942763,0.0007792462,0.006965662,0.004477718,0.002478307,0.001459027,0.0002597366],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001772621,"about_ca_system_score_gemma":0.001219887,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00315149,"about_ca_topic_score_gemma":0.001404459,"domain_scores_codex":[0.9988235,0.0003388406,0.00007290167,0.0003520236,0.0002620802,0.0001507383],"domain_scores_gemma":[0.9983075,0.0007914635,0.000287409,0.0002075269,0.0002160357,0.0001901495],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00001004138,0.00001015229,0.0008279788,0.00004590859,0.00001561142,0.00009516843,0.0004553942,0.005942602,0.0004777565,0.9877794,0.0002306326,0.00410939],"study_design_scores_gemma":[0.000005412592,0.00001991349,0.001421828,0.00002153885,0.0000102347,0.0000591538,0.0001718607,0.01019907,0.0001558294,0.9831032,0.004813097,0.00001888213],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2913963,0.01442544,0.5141644,0.01053547,0.0004110836,0.0001845178,0.0004791289,0.0005156645,0.167888],"genre_scores_gemma":[0.9777594,0.001416745,0.01745804,0.0002180094,0.0001920148,0.00007938595,0.00007244819,0.00002365144,0.002780539],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.003624272,"threshold_uncertainty_score":0.01286137,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02655169810374598,"score_gpt":0.2816519348103698,"score_spread":0.2551002367066239,"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."}}