{"id":"W1940189391","doi":"10.32920/ryerson.14636745.v1","title":"Relative and Absolute Preference for Quality","year":2021,"lang":"en","type":"article","venue":"","topic":"Consumer Market Behavior and Pricing","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Variety (cybernetics); Upgrade; Monopoly; Product (mathematics); Quality (philosophy); Business; Microeconomics; Economics; Industrial organization; Computer science; Mathematics; Artificial intelligence","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":[0.0022289,0.0002318457,0.0003115845,0.0005768915,0.0004889717,0.002979402,0.0005106535,0.001047531,0.0176685],"category_scores_gemma":[0.007829249,0.0002651585,0.0004196403,0.0006744711,0.001802409,0.002750951,0.0008836132,0.001140166,0.0007392295],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001149765,"about_ca_system_score_gemma":0.0003610391,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001539888,"about_ca_topic_score_gemma":0.002097176,"domain_scores_codex":[0.9982324,0.0006349245,0.00006694117,0.0002892158,0.0005515622,0.0002249021],"domain_scores_gemma":[0.9945545,0.002667872,0.0009170267,0.0007861051,0.0005604228,0.0005139613],"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":[0.0008109587,0.0002228243,0.0432215,0.0004209284,0.0001874119,0.0003530312,0.001857198,0.008795104,0.008208167,0.8710946,0.004549396,0.06027884],"study_design_scores_gemma":[0.0002476584,0.001113206,0.1764821,0.0002660295,0.0002040386,0.002391446,0.005680371,0.03751812,0.003956407,0.7275061,0.04442388,0.0002106118],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6933367,0.001663659,0.03519466,0.003039446,0.00008356905,0.00004387322,0.0003670704,0.00006986645,0.2662012],"genre_scores_gemma":[0.9950303,0.0001601501,0.001380066,0.0001169613,0.00001850975,0.000005393989,0.00004299907,0.0000106615,0.003234878],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0176685,"threshold_uncertainty_score":0.05910695,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1087118663982247,"score_gpt":0.302964194700645,"score_spread":0.1942523283024203,"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."}}