{"id":"W4413984236","doi":"10.15353/cfs-rcea.v12i2.747","title":"Review of Hopped Up: How Travel, Trade, and Taste Made Beer a Global Commodity","year":2025,"lang":"en","type":"article","venue":"Canadian Food Studies / La Revue canadienne des études sur l alimentation","topic":"Wine Industry and Tourism","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Taste; Commodity; Commerce; Advertising; Business; Food science; Chemistry","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0009551298,0.0004968176,0.001082284,0.003236834,0.0006849696,0.002649382,0.0007824294,0.001373619,0.004502075],"category_scores_gemma":[0.002741846,0.0004804556,0.000349018,0.009605695,0.001748013,0.002723674,0.0008152766,0.001952726,0.00125142],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004059191,"about_ca_system_score_gemma":0.006146714,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04958636,"about_ca_topic_score_gemma":0.09534888,"domain_scores_codex":[0.9995506,0.0001071098,0.00004989568,0.00006318953,0.0001810456,0.00004811953],"domain_scores_gemma":[0.9981292,0.0008936775,0.0001179388,0.0000297285,0.0007195664,0.000109997],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00006953087,0.00002557912,0.0005266441,0.02714794,0.000115235,0.0002674473,0.001233474,0.0002603277,0.000390349,0.01906459,0.4543532,0.4965458],"study_design_scores_gemma":[0.000002394331,0.00001238377,0.001035391,0.004804261,0.00002222113,0.0001821456,0.0003898741,0.0000131103,0.00004666313,0.0006704688,0.9928115,0.000009654806],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0001166854,0.9945023,0.00004025408,0.002373733,0.0008774429,0.000002139525,0.00002274848,0.000002241213,0.002062446],"genre_scores_gemma":[0.00107912,0.996089,0.00004307369,0.0009457903,0.0005445734,0.000002055623,0.00002568189,0.000003071252,0.001267666],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.04958636,"threshold_uncertainty_score":0.09859544,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04159560553362451,"score_gpt":0.2491275274656773,"score_spread":0.2075319219320527,"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."}}