{"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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch"],"consensus_categories":[],"category_scores_codex":[0.0290632,0.00009248221,0.0001827224,0.001344076,0.0003505751,0.0003372808,0.00042021,0.00004929291,0.0005573808],"category_scores_gemma":[0.005445395,0.00007814228,0.00009726549,0.001970476,0.00008671984,0.0006100743,0.000339168,0.0006727524,0.000232928],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004879926,"about_ca_system_score_gemma":0.0001410605,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006130495,"about_ca_topic_score_gemma":0.0001205724,"domain_scores_codex":[0.9977717,0.0002064873,0.0003799737,0.00012809,0.00096652,0.0005471862],"domain_scores_gemma":[0.9970191,0.001660898,0.0001957533,0.0001614474,0.000936722,0.00002608487],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001001431,0.00005705817,0.5863441,0.0003919412,0.00005653202,0.0008070409,0.0001618389,0.00002298509,0.001677561,0.0007004754,0.2640029,0.1447762],"study_design_scores_gemma":[0.0004062746,0.00001637394,0.663488,0.0001893924,0.00003136477,0.00003710723,0.002095145,0.0004975336,0.00002467801,0.001773134,0.3312859,0.000155037],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9605545,0.0002059743,0.000005268614,0.002997916,0.000571311,0.00008136658,4.743806e-7,0.00005115929,0.03553198],"genre_scores_gemma":[0.996351,0.0001139368,0.0000276729,0.00009753133,0.001446177,0.000002848906,0.000002213706,0.00002393914,0.001934705],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1446212,"threshold_uncertainty_score":0.9997838,"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."}}