{"id":"W4386146209","doi":"10.1093/oso/9780190923587.003.0008","title":"Connoisseur Consumer and Specialty Coffee","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Consumer Behavior in Brand Consumption and Identification","field":"Business, Management and Accounting","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Realm; Consumption (sociology); Mainstream; Taste; Professionalization; Ethnography; Specialty; Sociology; Consumer Culture; Advertising; Marketing; Political science; Business; Social science; Psychology; Anthropology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005309365,0.0002183311,0.0001536627,0.001272869,0.003263499,0.002986582,0.0003257711,0.0004770433,0.01308476],"category_scores_gemma":[0.001009283,0.0001164818,0.0001214516,0.002308069,0.003942359,0.002131014,0.001674571,0.0007698198,0.0005853156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003439106,"about_ca_system_score_gemma":0.001622933,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02867738,"about_ca_topic_score_gemma":0.09108308,"domain_scores_codex":[0.9994429,0.0002237949,0.00001206933,0.00006633779,0.0001822339,0.00007266587],"domain_scores_gemma":[0.9994599,0.0002511484,0.00008515861,0.00004404508,0.00007616102,0.00008355642],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"observational","study_design_scores_codex":[0.00007332453,0.0001092698,0.02272531,0.0003930544,0.000009508579,0.001483768,0.4939787,0.0001212657,0.002342674,0.3113354,0.03121854,0.1362092],"study_design_scores_gemma":[0.000001868426,0.00003405316,0.03033853,0.0003306345,0.000004125077,0.0008321808,0.1508063,0.0001324584,0.0004621748,0.005578335,0.8114609,0.00001849661],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.2932456,0.01198478,0.0009070591,0.004355615,0.0001763345,0.00004048825,0.00009933307,0.00003654538,0.6891543],"genre_scores_gemma":[0.8103239,0.006415152,0.0006136717,0.0006488289,0.00009162375,0.00001646756,0.00006101857,0.00004509047,0.1817842],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.02867738,"threshold_uncertainty_score":0.0570209,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05670375795598767,"score_gpt":0.2487708951082683,"score_spread":0.1920671371522807,"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."}}