{"id":"W2524332365","doi":"10.1080/14613808.2016.1204277","title":"Characteristics of independent music teachers","year":2016,"lang":"en","type":"article","venue":"Music Education Research","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University; Queen's University","funders":"Social Sciences and Humanities Research Council of Canada; Queen's University; Canada Foundation for Innovation","keywords":"Improvisation; Repertoire; Music education; Psychology; Studio; Pedagogy; Musical; Music technology; Professional development; Mathematics education; Digital audio; Visual arts; Computer science; Art","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008879128,0.0001722424,0.0004419555,0.001847446,0.001026796,0.001623558,0.000414855,0.0004456632,0.006255136],"category_scores_gemma":[0.008341819,0.0003086734,0.0001998316,0.001497127,0.0006167675,0.0009827042,0.0007514872,0.0007051643,0.001480236],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007105942,"about_ca_system_score_gemma":0.001060306,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006716821,"about_ca_topic_score_gemma":0.008637271,"domain_scores_codex":[0.9988936,0.0001363803,0.0001212654,0.0001627101,0.0004492931,0.0002369011],"domain_scores_gemma":[0.9896825,0.002182,0.003771127,0.0003001621,0.001679543,0.002384705],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001114637,0.000237488,0.9799361,0.0000437155,0.000009717857,0.0004619448,0.008066708,0.00002955057,0.0008782091,0.0000806727,0.0005608785,0.009583529],"study_design_scores_gemma":[0.000008014632,0.0001975855,0.9675052,0.00003104912,0.00001044041,0.001067226,0.02795651,0.0000592544,0.0001601501,0.00005086228,0.002940022,0.00001358145],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968382,0.0001527173,0.00007992977,0.000135352,0.00000936485,0.00001673129,0.0001071837,0.000006375052,0.002653953],"genre_scores_gemma":[0.9968341,0.0002561768,0.0001008395,0.00008065673,0.00001388126,0.00004346546,0.0001767698,0.000008429829,0.00248567],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006716821,"threshold_uncertainty_score":0.02092558,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1817519781496121,"score_gpt":0.3491883907998293,"score_spread":0.1674364126502172,"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."}}