{"id":"W2040345216","doi":"10.1177/0255761407088487","title":"Educating professional musicians: lessons learned from school music","year":2008,"lang":"en","type":"article","venue":"International Journal of Music Education","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":35,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brandon University","funders":"","keywords":"Music education; Curriculum; Singing; Relevance (law); Pedagogy; Psychology; Limiting; Management; Engineering; Political science","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003079336,0.0002196667,0.0002585894,0.0005716052,0.0004175842,0.0002401144,0.0007645758,0.0000745194,0.02412187],"category_scores_gemma":[0.0005860475,0.000198023,0.0002629751,0.00009703558,0.0002500144,0.00115221,0.00007752677,0.0004590922,0.0005145594],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003805448,"about_ca_system_score_gemma":0.003156463,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006316831,"about_ca_topic_score_gemma":0.0003070071,"domain_scores_codex":[0.9975738,0.0001303373,0.0008201244,0.0002741484,0.0009862796,0.0002153128],"domain_scores_gemma":[0.9959213,0.0002720498,0.001035049,0.000248019,0.00231061,0.0002129653],"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":[0.00009472063,0.001901436,0.00194944,0.00001152234,0.0004063002,0.00002729673,0.1475977,0.0000225728,0.0007295189,0.07649083,0.7313147,0.03945401],"study_design_scores_gemma":[0.0008280827,0.0000672538,0.01075943,0.0005143691,0.00008976612,0.0001884929,0.05686708,0.00001718152,0.0001994643,0.01858862,0.9115268,0.0003534671],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8530385,0.0004100136,0.00004893317,0.02309567,0.05853954,0.0001671381,0.00004076699,0.00004074876,0.06461871],"genre_scores_gemma":[0.9564404,0.00009068169,0.001317991,0.005578273,0.02027037,0.00002490962,0.0001034315,0.00003598499,0.0161379],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1802121,"threshold_uncertainty_score":0.9767702,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1644231954508351,"score_gpt":0.3344939263721185,"score_spread":0.1700707309212834,"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."}}