{"id":"W4389202380","doi":"10.1177/00222437231220327","title":"Canary Categories","year":2023,"lang":"en","type":"article","venue":"Journal of Marketing Research","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kellogg's (Canada)","funders":"","keywords":"Stylized fact; Attractiveness; Marketing; Business; Advertising; Product category; Economics; Product (mathematics); Psychology; Mathematics","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":[0.00123269,0.0007866121,0.000545527,0.004390546,0.002810869,0.005547478,0.00205287,0.00152828,0.07018065],"category_scores_gemma":[0.009356063,0.0003677634,0.0008467009,0.005856917,0.001983046,0.004608216,0.003169154,0.001310885,0.01536329],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002056124,"about_ca_system_score_gemma":0.001400714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007095417,"about_ca_topic_score_gemma":0.01023486,"domain_scores_codex":[0.9971643,0.0005099624,0.0002256759,0.0006260037,0.0008651016,0.000608981],"domain_scores_gemma":[0.9923941,0.001619283,0.001080237,0.002074695,0.002165382,0.0006662519],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0008326492,0.0003749702,0.04968503,0.0006809243,0.0001228587,0.0005867854,0.004268784,0.001448781,0.002047677,0.5604602,0.124394,0.2550974],"study_design_scores_gemma":[0.00005753607,0.0002831958,0.04740556,0.0003103372,0.00008260743,0.001555001,0.004871244,0.003252438,0.001388377,0.1513319,0.7893027,0.0001590708],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1180716,0.001351135,0.040714,0.002206354,0.001237656,0.001050944,0.01606235,0.00113902,0.8181669],"genre_scores_gemma":[0.7829818,0.001089942,0.03577223,0.001423073,0.0003340172,0.001117206,0.01947666,0.0004649135,0.1573402],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.07018065,"threshold_uncertainty_score":0.2347777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09582838266287166,"score_gpt":0.3560503047613979,"score_spread":0.2602219220985262,"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."}}