{"id":"W4294408881","doi":"10.29173/aar139","title":"The Discerning Process of Song Selection","year":2022,"lang":"en","type":"article","venue":"Alberta Academic Review","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Music education; Repertoire; Curriculum; Pedagogy; Privilege (computing); Teacher education; Psychology; Mathematics education; Sociology; Art; Literature; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0003718349,0.00007286185,0.0001409259,0.00002343961,0.0007638699,0.0000213301,0.0002904151,0.00001256344,0.006809373],"category_scores_gemma":[0.0001094261,0.00004808561,0.00005917736,0.00008755911,0.00008839135,0.0001344102,0.0000595149,0.0003246583,0.00006779647],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003553948,"about_ca_system_score_gemma":0.00006925943,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003055129,"about_ca_topic_score_gemma":0.0001548369,"domain_scores_codex":[0.9991183,0.0001088053,0.000301389,0.0001235155,0.0002252324,0.00012273],"domain_scores_gemma":[0.9993137,0.0002259192,0.000258433,0.0001152604,0.00006368032,0.00002300189],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00000781262,0.00003391039,0.0008462239,0.001189689,0.00006161397,1.633805e-7,0.0537724,0.00001286524,0.0000104102,0.6864722,0.2409951,0.01659761],"study_design_scores_gemma":[0.00003599079,0.00001886318,0.000021096,0.000320786,0.00004660338,0.000003644298,0.003133951,0.00001543179,0.000008351718,0.0009045248,0.9954259,0.00006490339],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.06868568,0.2219865,0.000004759149,0.03513713,0.004118975,0.001949688,0.000015254,0.00008854837,0.6680134],"genre_scores_gemma":[0.8639904,0.02769068,0.000003765919,0.003447675,0.0005867556,0.0004528855,0.00002126898,0.00002733932,0.1037792],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7953048,"threshold_uncertainty_score":0.9940985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04821323916280865,"score_gpt":0.297257354731107,"score_spread":0.2490441155682984,"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."}}