{"id":"W1029607175","doi":"10.1177/0255761415590361","title":"Towards the future: Teachers’ vision of professional development in the arts","year":2015,"lang":"en","type":"article","venue":"International Journal of Music Education","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"The arts; Amateur; Professional development; Arts in education; Pedagogy; Personal development; Performing arts education; Visual arts education; Perception; Sociology; Faculty development; Psychology; Political science; Visual arts; Art","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":[],"consensus_categories":[],"category_scores_codex":[0.001152232,0.00008279695,0.00009730482,0.0002090587,0.00007730901,0.0001128509,0.0006033225,0.0000276205,0.0006277797],"category_scores_gemma":[0.0001063316,0.00004379572,0.00005745997,0.00006096509,0.0001087951,0.0003699447,0.00003702921,0.0002031059,0.00002285498],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001748389,"about_ca_system_score_gemma":0.001644731,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007680439,"about_ca_topic_score_gemma":0.0002978123,"domain_scores_codex":[0.9983484,0.0001257005,0.0004900466,0.0000741137,0.0008843222,0.00007748519],"domain_scores_gemma":[0.9980448,0.0000834556,0.0005044902,0.0001138127,0.001212967,0.00004051155],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00004055675,0.0009201933,0.0005283177,0.000004507373,0.00004912313,0.000002172414,0.5564616,0.00001066303,0.00002340708,0.1347997,0.2513609,0.05579887],"study_design_scores_gemma":[0.0002850143,0.00003725491,0.01338576,0.00009812464,0.00001041001,0.00002202163,0.1401024,0.000002978243,0.00006866259,0.004039279,0.8418955,0.00005251611],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.911599,0.0003389243,0.00002109367,0.02860913,0.03118569,0.0001581375,0.000002259743,0.000003976856,0.02808183],"genre_scores_gemma":[0.99167,0.000008703023,0.0002864029,0.001718589,0.004345127,0.00001276388,0.00001222867,0.000006147621,0.001940068],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5905347,"threshold_uncertainty_score":0.6873747,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09005003789832798,"score_gpt":0.3259606314075688,"score_spread":0.2359105935092408,"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."}}