{"id":"W4297382889","doi":"10.3389/fpsyg.2022.905446","title":"Beyond two modes of thought: A quantum model of how three cognitive variables yield conceptual change","year":2022,"lang":"en","type":"article","venue":"Frontiers in Psychology","topic":"Quantum Mechanics and Applications","field":"Physics and Astronomy","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Psychology; Cognition; Divergence (linguistics); Affect (linguistics); Context (archaeology); Conceptual change; Cognitive psychology; Categorical variable; Developmental psychology; Computer science; Linguistics; Communication","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":[0.003913803,0.0005828214,0.0006127902,0.002293533,0.001586559,0.006513674,0.001908244,0.002239459,0.004817681],"category_scores_gemma":[0.007760154,0.0006081322,0.001930681,0.001237005,0.0204272,0.0176579,0.003815355,0.003724701,0.0007619939],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002880248,"about_ca_system_score_gemma":0.001715714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002156987,"about_ca_topic_score_gemma":0.001398307,"domain_scores_codex":[0.9977215,0.001034791,0.0001026657,0.0004345172,0.000472796,0.0002337411],"domain_scores_gemma":[0.9943119,0.003004686,0.0006386506,0.001223591,0.0004788927,0.0003422701],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00003807154,0.00002929912,0.001132028,0.00005247402,0.00001421494,0.00009281842,0.004841788,0.001482418,0.001084706,0.9835805,0.0002414012,0.007410293],"study_design_scores_gemma":[0.00001396735,0.00003363971,0.0009843803,0.00002563898,0.00001332633,0.0001143993,0.000996172,0.008915456,0.0005548801,0.9853864,0.002935272,0.00002644514],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.162184,0.001524583,0.6873426,0.01640894,0.0002152524,0.0002051881,0.0001979864,0.0004598049,0.1314616],"genre_scores_gemma":[0.8737566,0.0004248464,0.1207914,0.0005125165,0.00004848322,0.000256706,0.0000637131,0.00007910371,0.004066602],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.006513674,"threshold_uncertainty_score":0.02089775,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05285258850760705,"score_gpt":0.3023539127303072,"score_spread":0.2495013242227002,"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."}}