{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0002040695,0.0001154587,0.0000881618,0.00007472096,0.0008624427,0.0002284944,0.0002017462,0.00001088089,0.002910713],"category_scores_gemma":[0.00001638166,0.00007557312,0.00003355194,0.0001076733,0.00036164,0.0003765339,0.00003810031,0.00009371229,0.002446845],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003380451,"about_ca_system_score_gemma":0.00005257469,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000474567,"about_ca_topic_score_gemma":0.00008667797,"domain_scores_codex":[0.9991011,0.00002394143,0.0001593679,0.0001837199,0.0002288841,0.0003029724],"domain_scores_gemma":[0.9994962,0.00004963265,0.00007512513,0.0002434012,0.00009113931,0.0000444667],"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":[0.00002323185,0.00004456845,0.003986311,0.0001208147,0.00005371941,0.000002127219,0.2660328,0.0000865785,0.00002216531,0.01027587,0.7157342,0.003617541],"study_design_scores_gemma":[0.0001579473,0.0000276845,0.01842267,0.00004338915,0.00002031074,6.231131e-7,0.02158471,0.000400121,0.0003530897,0.0002693167,0.9585349,0.0001852147],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9435029,0.00002184866,2.219556e-7,0.003641818,0.001886244,0.0002028897,0.000006160009,0.0001797452,0.05055816],"genre_scores_gemma":[0.9669064,0.00001876785,0.000001230662,0.002353114,0.0006830416,0.0001863645,0.00001027635,0.00001895864,0.02982189],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2444481,"threshold_uncertainty_score":0.9983299,"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."}}