{"id":"W2970279002","doi":"10.1108/ijwbr-01-2019-0001","title":"Does Vintners Quality Alliance (VQA) certification benefit winemakers in British Columbia (BC), Canada?","year":2019,"lang":"en","type":"article","venue":"International Journal of Wine Business Research","topic":"Wine Industry and Tourism","field":"Business, Management and Accounting","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Certification; Endogeneity; Revenue; Wine; Business; Reputation; Quality (philosophy); Marketing; Economics; Accounting; Management; Econometrics; Political science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000796031,0.0001565241,0.0002838712,0.0005510573,0.002314796,0.00216787,0.0008310561,0.0005048176,0.006106929],"category_scores_gemma":[0.003763204,0.0001635321,0.0002991257,0.001114765,0.001142427,0.0005103613,0.0007878491,0.001192909,0.0003699227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02130897,"about_ca_system_score_gemma":0.03656472,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9828797,"about_ca_topic_score_gemma":0.9959752,"domain_scores_codex":[0.9990039,0.0001228199,0.00002069317,0.0001547187,0.0002816816,0.0004161694],"domain_scores_gemma":[0.9966349,0.0003428581,0.0005573752,0.00007822094,0.001161361,0.001225329],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001688818,0.0001206918,0.9476189,0.0001112991,0.00008212446,0.0004820342,0.002589558,0.000488564,0.0004607334,0.002310893,0.01232201,0.03324422],"study_design_scores_gemma":[0.00001327967,0.0000456447,0.9671798,0.0001552702,0.00005966559,0.00009367873,0.01468787,0.0008508815,0.0002651206,0.0003818206,0.01624412,0.00002273256],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9772362,0.001469033,0.0003184338,0.005954718,0.00008297412,0.00004415182,0.001466844,0.00001393873,0.01341378],"genre_scores_gemma":[0.9902211,0.0006629908,0.0001758052,0.0005638637,0.00001326541,0.000009847001,0.0004975456,0.000007705273,0.007847922],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02130897,"threshold_uncertainty_score":0.1546081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04724657673674276,"score_gpt":0.3260470138869819,"score_spread":0.2788004371502392,"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."}}