{"id":"W4385736248","doi":"10.59962/9780774822305-003","title":"Preface","year":2012,"lang":"en","type":"book-chapter","venue":"University of British Columbia Press eBooks","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Philosophy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001214528,0.0009613828,0.0007867747,0.002142531,0.002986115,0.00454444,0.001638152,0.001739278,0.6374741],"category_scores_gemma":[0.006835023,0.0003758327,0.0006462584,0.002045895,0.0008064651,0.003613267,0.002512717,0.002722922,0.4596674],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002582862,"about_ca_system_score_gemma":0.003164792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006191267,"about_ca_topic_score_gemma":0.006957128,"domain_scores_codex":[0.9989821,0.0001323786,0.00007168144,0.0002207777,0.0004645082,0.0001284464],"domain_scores_gemma":[0.9970978,0.0003963615,0.00009916221,0.000354251,0.001562303,0.0004901301],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000294755,0.00001752078,0.0001387061,0.0001041092,0.000002069318,0.00005726599,0.0001021957,0.00004898925,0.0001193413,0.007739024,0.9546041,0.03703724],"study_design_scores_gemma":[0.000002437829,0.000007871616,0.0001958061,0.00006187231,8.442574e-7,0.00004187473,0.00007265984,0.00001765803,0.00004032683,0.001189621,0.9983664,0.000002675295],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001038989,0.004979325,0.003280858,0.01390946,0.04958303,0.0003642645,0.009624422,0.001308948,0.9159108],"genre_scores_gemma":[0.004912301,0.002852603,0.001485364,0.003316117,0.005901242,0.0001684971,0.008048307,0.0006258027,0.9726898],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.6374741,"threshold_uncertainty_score":0,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03074842161024059,"score_gpt":0.185731903002268,"score_spread":0.1549834813920274,"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."}}