{"id":"W347424654","doi":"10.1093/oxfordhb/9780199928019.013.0014","title":"Fast Forward: Emerging Trends in Community Music","year":2012,"lang":"en","type":"book-chapter","venue":"Oxford University Press eBooks","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Windsor; Western University","funders":"","keywords":"Communitas; Ethnomusicology; Perspective (graphical); Demographics; Sociology; Media studies; Social science; Music education; Anthropology; Pedagogy; Visual arts; Liminality; Art; Musical","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001443402,0.0003611862,0.0003793277,0.0006867895,0.0006676041,0.00010865,0.000576628,0.0002019995,0.005733827],"category_scores_gemma":[0.000002415585,0.0004160001,0.0002073952,0.000007598542,0.0004044492,0.0002917258,0.0003953222,0.0008692403,0.00001472307],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002521042,"about_ca_system_score_gemma":0.00005035865,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001467429,"about_ca_topic_score_gemma":0.005270011,"domain_scores_codex":[0.9988663,0.00008038488,0.0002220181,0.0002434966,0.0002450291,0.0003428112],"domain_scores_gemma":[0.9988558,0.00006379001,0.0002440617,0.0005835536,0.0001149238,0.0001379103],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002420833,0.00004270991,0.000004515042,0.00004374685,0.00008356049,0.00001597295,0.06151775,0.000001572505,4.240802e-7,0.9038878,0.01439736,0.0199804],"study_design_scores_gemma":[0.0004135111,0.00002988983,0.00001781823,0.0001272868,0.0001407762,0.000001368302,0.005942297,0.000004056364,0.00000234597,0.0009007725,0.9919931,0.0004267695],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0007168259,0.00005353544,0.000004472186,0.00002463567,0.00102582,0.0001612457,0.0001808108,0.000114977,0.9977177],"genre_scores_gemma":[0.01701729,0.00003502832,0.00002306692,0.0001060572,0.0004584982,0.000001166048,0.0001577089,0.00004843819,0.9821528],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9775957,"threshold_uncertainty_score":0.9998292,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07612078632564862,"score_gpt":0.2249058016369486,"score_spread":0.1487850153113,"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."}}