{"id":"W4385769631","doi":"10.3390/e25081193","title":"Contextuality in Collective Intelligence: Not There Yet","year":2023,"lang":"en","type":"article","venue":"Entropy","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Kochen–Specker theorem; Realm; Mathematical economics; Mathematics; Computer science; Quantum; Epistemology; Quantum mechanics; Philosophy; Physics; Political science","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":[0.002361569,0.000389868,0.001206649,0.0007493236,0.00196451,0.004846166,0.001387044,0.002185174,0.007740499],"category_scores_gemma":[0.007020214,0.000435462,0.0007163897,0.001098443,0.009818126,0.01367462,0.004076184,0.0028982,0.000623689],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001244215,"about_ca_system_score_gemma":0.001251395,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002682705,"about_ca_topic_score_gemma":0.002304416,"domain_scores_codex":[0.9987658,0.0004390321,0.00006026789,0.0003212913,0.0002608259,0.0001528055],"domain_scores_gemma":[0.9949062,0.002699212,0.0004968698,0.000915073,0.000559277,0.0004233569],"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":[0.0001550886,0.00005801341,0.005573845,0.001108007,0.000134956,0.0002011032,0.002252574,0.00362956,0.00132716,0.8857996,0.002784105,0.09697605],"study_design_scores_gemma":[0.00002212025,0.00009481522,0.003628376,0.0005330101,0.00006658296,0.0001606498,0.002255415,0.003420848,0.0006845116,0.9472451,0.04181923,0.00006926359],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.4029587,0.2110147,0.1533599,0.1179761,0.00370552,0.0001066522,0.0004380945,0.0004095657,0.1100308],"genre_scores_gemma":[0.9523375,0.02613111,0.01449943,0.002462807,0.00113596,0.00006497858,0.000108293,0.0000744993,0.003185418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007740499,"threshold_uncertainty_score":0.02589452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03133144563990657,"score_gpt":0.3037876434865035,"score_spread":0.2724561978465969,"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."}}