{"id":"W4388304331","doi":"10.1386/fspc_00222_5","title":"Fashion Brand Stories, 3rd ed., Joseph H. Hancock II (2022)","year":2023,"lang":"en","type":"article","venue":"Fashion Style & Popular Culture","topic":"Fashion and Cultural Textiles","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Art; The arts; Art history; Visual arts","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002772895,0.000535221,0.0005140192,0.0001646565,0.001951083,0.0005465206,0.0004871061,0.0002968093,0.004836717],"category_scores_gemma":[0.0001041656,0.0003994945,0.0003674176,0.0003581799,0.0001915538,0.0007255982,0.000238754,0.0005883866,0.003247519],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009451344,"about_ca_system_score_gemma":0.00003750126,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003617184,"about_ca_topic_score_gemma":0.002252972,"domain_scores_codex":[0.9970927,0.0001467044,0.0005345794,0.0007001446,0.0007761032,0.000749736],"domain_scores_gemma":[0.9986664,0.00001727232,0.0002106781,0.0005404955,0.0003005716,0.0002646059],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002700176,0.0001111012,0.0001963306,0.00007387938,0.00008155848,0.00004814598,0.1156584,0.000007718835,0.002737758,0.1465839,0.7314554,0.003018769],"study_design_scores_gemma":[0.0007413185,0.0001793439,0.0003823308,0.00007011174,0.0000527354,0.00001153708,0.07329809,0.00003047551,0.0000757694,0.0002226087,0.9243423,0.0005933183],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9438299,0.0007281976,0.00001451348,0.00177077,0.00429615,0.0006710783,0.0003215703,0.001819726,0.04654812],"genre_scores_gemma":[0.6798825,0.0005772815,0.00003151231,0.0009046751,0.001727857,0.00006792285,0.001190485,0.00006535133,0.3155524],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2690043,"threshold_uncertainty_score":0.9998457,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02921262616899461,"score_gpt":0.2523054238805719,"score_spread":0.2230927977115773,"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."}}