{"id":"W3150555962","doi":"10.32920/ryerson.14636745","title":"Relative and Absolute Preference for Quality","year":2021,"lang":"en","type":"preprint","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); Microeconomics; Economics; Business; Industrial organization; Marketing; Computer science; 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":[0.002274151,0.000249802,0.000340826,0.0005837882,0.0004838304,0.003092448,0.000534597,0.001077456,0.01703577],"category_scores_gemma":[0.008088923,0.0002853098,0.0004423357,0.0007150399,0.001724169,0.002860167,0.0008887635,0.001206132,0.0007520234],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0011149,"about_ca_system_score_gemma":0.0003591031,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001330837,"about_ca_topic_score_gemma":0.001705907,"domain_scores_codex":[0.9981794,0.0006508117,0.00006820234,0.0003135276,0.0005629828,0.0002250635],"domain_scores_gemma":[0.994128,0.002941255,0.0009731348,0.0008421261,0.0005700067,0.0005455645],"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":[0.0009062132,0.0002356717,0.04009681,0.0004748652,0.0002094237,0.000352939,0.001692322,0.009843702,0.0101221,0.8686346,0.004404749,0.06302658],"study_design_scores_gemma":[0.0002422542,0.00108396,0.156727,0.0002411598,0.0002073087,0.002331736,0.004504487,0.0397223,0.004391488,0.7519317,0.03841411,0.000202504],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.728532,0.001778374,0.04118025,0.002863941,0.00008437789,0.00004392338,0.0004043881,0.00007648445,0.2250363],"genre_scores_gemma":[0.9946537,0.0001797716,0.001690848,0.0001113415,0.00002105226,0.000005967505,0.00005010283,0.00001254741,0.003274631],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01703577,"threshold_uncertainty_score":0.05699039,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1343439001918508,"score_gpt":0.3171150605704384,"score_spread":0.1827711603785876,"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."}}