{"id":"W3003518998","doi":"10.7202/1066616ar","title":"Predictors of Piano Student Dropouts","year":2020,"lang":"en","type":"article","venue":"Intersections Canadian Journal of Music","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian University Music Society","funders":"","keywords":"Piano; Attrition; Likert scale; Psychology; Musical; Mathematics education; Scale (ratio); Music education; Developmental psychology; Pedagogy; Visual arts; Medicine; Art; Geography","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.001343309,0.0002094237,0.0005277286,0.001289466,0.001155511,0.0009585991,0.0007628422,0.0005827906,0.004808132],"category_scores_gemma":[0.009423676,0.0002533858,0.0004745728,0.001147777,0.00042006,0.0006018503,0.001197827,0.001575695,0.0006447788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004747228,"about_ca_system_score_gemma":0.0009823687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01261153,"about_ca_topic_score_gemma":0.01350993,"domain_scores_codex":[0.998701,0.0001761092,0.0001493968,0.0001058058,0.0005195959,0.0003481788],"domain_scores_gemma":[0.993852,0.0008057908,0.001938373,0.0002158882,0.001119562,0.002068336],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003293608,0.00009886193,0.9971339,0.000008934843,0.000008975384,0.00006641228,0.000242443,0.00001401757,0.00003359857,0.00001431559,0.0001728424,0.002172745],"study_design_scores_gemma":[0.000002113762,0.00009528297,0.9981659,0.00001706897,0.00001133726,0.000146074,0.001169622,0.0001284913,0.00003523964,0.00002580374,0.0001992053,0.000003901504],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988593,0.0001167555,0.00005415105,0.0001540294,0.000007161513,0.00001589701,0.0001414562,0.000008000514,0.0006432412],"genre_scores_gemma":[0.9991393,0.0001062611,0.00005163587,0.00002970347,0.000007452471,0.00001190737,0.0002840601,0.000003980258,0.0003656133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01261153,"threshold_uncertainty_score":0.02507627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05360638831801103,"score_gpt":0.2300024447830957,"score_spread":0.1763960564650846,"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."}}