{"id":"W4242093069","doi":"10.32920/ryerson.14645400","title":"Band Geek: a study of the Toronto independent music scene","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Cultural Industries and Urban Development","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Geek; Music industry; Promotion (chess); Musical; Social media; Advertising; Popular music; Digital audio; Visual arts; Digital media; Public relations; Sociology; Media studies; Multimedia; Political science; Music education; Art; Business; Computer science; World Wide Web; Telecommunications; Politics","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":[0.0008937807,0.0005362531,0.0005796857,0.00196885,0.02954548,0.00641668,0.001607655,0.001176455,0.01152115],"category_scores_gemma":[0.003637491,0.0005395004,0.0002458823,0.004764432,0.00937773,0.002645395,0.003855261,0.002550017,0.0008333609],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.04989184,"about_ca_system_score_gemma":0.03866235,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.967299,"about_ca_topic_score_gemma":0.9926006,"domain_scores_codex":[0.9985733,0.0003730269,0.00002731515,0.000173092,0.0003300429,0.0005232548],"domain_scores_gemma":[0.9969296,0.0007085997,0.0003368849,0.0001381317,0.0004858773,0.001400984],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00004158803,0.00005765078,0.007337018,0.00008554706,0.000007591727,0.001115869,0.9739977,0.00003954791,0.0007581725,0.00355904,0.008091427,0.004908909],"study_design_scores_gemma":[0.000004656625,0.00002013984,0.02319343,0.00005531897,0.000009170956,0.0001104393,0.9344898,0.00006464532,0.0001443684,0.0001487847,0.04173436,0.00002484449],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9478713,0.0007756382,0.000217289,0.004624279,0.00008580371,0.000103066,0.0005104821,0.00002836228,0.0457838],"genre_scores_gemma":[0.9674893,0.0009690482,0.0002720124,0.0007295129,0.00002362429,0.00005087148,0.0002322431,0.00006959384,0.03016385],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04989184,"threshold_uncertainty_score":0.3619923,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07979954666591074,"score_gpt":0.3129300513223736,"score_spread":0.2331305046564629,"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."}}