{"id":"W4399594304","doi":"10.1362/147539224x17149185610055","title":"Simplifying Complexity to Reveal the Profound","year":2024,"lang":"en","type":"article","venue":"Journal of Customer Behaviour","topic":"Complex Systems and Decision Making","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Computer science; Psychology","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":[0.003108589,0.001070481,0.0008619549,0.001567748,0.001734028,0.005205026,0.001322607,0.001702272,0.0134057],"category_scores_gemma":[0.02747943,0.0007387488,0.0009707998,0.001055612,0.008589033,0.01597893,0.004679079,0.004649649,0.001997972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001154477,"about_ca_system_score_gemma":0.002028968,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002454766,"about_ca_topic_score_gemma":0.002078469,"domain_scores_codex":[0.99779,0.0009003064,0.0001014639,0.0004141056,0.0006184297,0.0001758004],"domain_scores_gemma":[0.9822858,0.009777089,0.0008914651,0.00570546,0.0008858902,0.0004543121],"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":[0.00007975399,0.00004194044,0.002017305,0.0001630677,0.00005177426,0.0001169264,0.0008888736,0.007721667,0.001973248,0.9597279,0.003400148,0.02381738],"study_design_scores_gemma":[0.00001190246,0.00002842437,0.0006650719,0.00005261162,0.00002325225,0.00008473721,0.0002475609,0.01503044,0.0007940437,0.9732243,0.009812502,0.00002514592],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.08679392,0.002869506,0.7909192,0.0268243,0.001373176,0.0001054949,0.0005627486,0.0007678205,0.0897838],"genre_scores_gemma":[0.8764405,0.002086632,0.1088419,0.00256198,0.0006863194,0.0001317472,0.0002997942,0.0003003402,0.008650696],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0134057,"threshold_uncertainty_score":0.04484659,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2939276221957687,"score_gpt":0.4713345819491552,"score_spread":0.1774069597533866,"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."}}