{"id":"W4385497980","doi":"10.7202/1102397ar","title":"The Participatory Creative Music Hub: Process Over Product","year":2023,"lang":"en","type":"article","venue":"Performance Matters","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Creativity; Music industry; Product (mathematics); Resource (disambiguation); Sociology; Public relations; Scope (computer science); Citizen journalism; Process (computing); Creative brief; Creative industries; Community building; Knowledge management; Music education; Visual arts; Computer science; Pedagogy; Political science; World Wide Web; Psychology; Social psychology; Art","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"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":[0.02906149,0.0007941062,0.0004332879,0.00235272,0.01276618,0.01497208,0.002101718,0.002128598,0.01089893],"category_scores_gemma":[0.02507294,0.0005753954,0.0004926959,0.003680493,0.01741581,0.009084702,0.01388047,0.002597173,0.001629635],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01561255,"about_ca_system_score_gemma":0.0471754,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04504052,"about_ca_topic_score_gemma":0.07760764,"domain_scores_codex":[0.976347,0.01411838,0.0004046418,0.002391266,0.004907938,0.00183079],"domain_scores_gemma":[0.9802658,0.009716053,0.00110675,0.002650903,0.003354949,0.002905535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002713718,0.0004262416,0.007137598,0.0007841566,0.00002931237,0.001225813,0.328151,0.001141282,0.005015562,0.394005,0.02108953,0.2407231],"study_design_scores_gemma":[0.0001571044,0.0003258445,0.005481377,0.0007676315,0.00005200367,0.0006308135,0.207804,0.003123488,0.005744804,0.1525849,0.6232044,0.0001235705],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1886591,0.001548089,0.3193892,0.02155994,0.000676524,0.004622748,0.0004781602,0.001055808,0.4620104],"genre_scores_gemma":[0.8486617,0.0007931785,0.08543921,0.001096165,0.00009187252,0.001629803,0.000189584,0.0004139047,0.06168454],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.04504052,"threshold_uncertainty_score":0.1536937,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09437903575279498,"score_gpt":0.2816375782106071,"score_spread":0.1872585424578121,"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."}}