{"id":"W7029620684","doi":"","title":"Keys to the Future: A Study of Undergraduate Piano Education","year":2013,"lang":"en","type":"other","venue":"Arizona State University Library Digital Repository (Arizona State University)","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Piano; Curriculum; Music education; Piano pedagogy; Order (exchange); Point (geometry); Liberal arts education","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.005812628,0.0003360317,0.0004032664,0.001239628,0.0170524,0.008927034,0.00169361,0.002225613,0.00427523],"category_scores_gemma":[0.01163487,0.0007150917,0.000187714,0.001539244,0.008309863,0.006007882,0.005084758,0.006878346,0.0006522916],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005354916,"about_ca_system_score_gemma":0.008459831,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02242165,"about_ca_topic_score_gemma":0.04969965,"domain_scores_codex":[0.9958877,0.002077418,0.0001190656,0.0002580371,0.0006874469,0.0009702712],"domain_scores_gemma":[0.9926749,0.003039055,0.0006713577,0.0002207467,0.0009877599,0.002406249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.000008245517,0.0001778185,0.003500708,0.00002359736,8.06773e-7,0.0002401902,0.989127,0.000006749373,0.0001846044,0.001790848,0.0009325041,0.00400703],"study_design_scores_gemma":[0.000002203183,0.00002621214,0.002637352,0.00003916007,8.34889e-7,0.00006494741,0.988228,0.00002983346,0.00005661282,0.000189933,0.008720723,0.000004229533],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9780732,0.0003834447,0.0003286989,0.005305569,0.00006373273,0.00006869996,0.0000224328,0.00001202125,0.01574211],"genre_scores_gemma":[0.9904812,0.0005524133,0.0002252913,0.001419184,0.00002657753,0.00007123235,0.00002204841,0.00000881777,0.00719317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02242165,"threshold_uncertainty_score":0.04458231,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008712972544188293,"score_gpt":0.161495584313719,"score_spread":0.1527826117695308,"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."}}