{"id":"W4206147859","doi":"10.22215/etd/2021-14726","title":"Brewing Authenticity: Production, Consumption, and Middle-class Work Within the Ontario Craft Beer Community","year":2021,"lang":"en","type":"dissertation","venue":"","topic":"Wine Industry and Tourism","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Craft; Work (physics); Handicraft; Ethnography; Commercialization; Consumption (sociology); Engineering; Advertising; Marketing; Business; Sociology; Visual arts; Art; Social science; Anthropology","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":[0.002002463,0.0002840989,0.0003999706,0.001299616,0.02304457,0.005708486,0.001185774,0.0007936785,0.004253381],"category_scores_gemma":[0.003928678,0.0003633539,0.0001870584,0.00168699,0.009353035,0.001765105,0.003738612,0.00132028,0.0002685763],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02267425,"about_ca_system_score_gemma":0.02439865,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8471478,"about_ca_topic_score_gemma":0.9433777,"domain_scores_codex":[0.997526,0.0006580726,0.00005389887,0.0002083723,0.0007037334,0.0008499184],"domain_scores_gemma":[0.9961861,0.001004003,0.0005778458,0.0002040301,0.0007412191,0.001286746],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00002406078,0.00003638929,0.01769377,0.00001703851,0.000002010582,0.0002362894,0.9761574,0.000009750811,0.0003446068,0.0008713739,0.0006277809,0.003979616],"study_design_scores_gemma":[0.000001982065,0.00001913876,0.03474795,0.00002825862,0.000002321538,0.00005598371,0.9499931,0.00002749466,0.00008496715,0.00009489732,0.01493508,0.000008843037],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9893855,0.0001411873,0.00008030095,0.0005249194,0.000008635659,0.0000206544,0.00002470568,0.00000320327,0.009810972],"genre_scores_gemma":[0.9953604,0.0001836755,0.00008213903,0.00006575354,0.00000323792,0.00001072779,0.00001782922,0.000005237909,0.004270894],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1528522,"threshold_uncertainty_score":0.3075048,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05016884130804253,"score_gpt":0.2348796734723153,"score_spread":0.1847108321642728,"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."}}