{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.008384817,0.0002410325,0.0002383371,0.003560988,0.005284178,0.007953495,0.001247413,0.0008223412,0.004399081],"category_scores_gemma":[0.0376751,0.0003615089,0.0002295325,0.002012047,0.008520733,0.00524127,0.005178315,0.001771761,0.001018874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.006913588,"about_ca_system_score_gemma":0.01382001,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1375133,"about_ca_topic_score_gemma":0.1704237,"domain_scores_codex":[0.9939629,0.002018191,0.0003033562,0.0008524088,0.00215312,0.0007100893],"domain_scores_gemma":[0.9805249,0.009465004,0.0021566,0.001068471,0.005149155,0.001635889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0002317506,0.00005266576,0.0981194,0.0002952145,0.00001685821,0.000741269,0.7063096,0.0001626098,0.007110912,0.03883867,0.003932719,0.1441883],"study_design_scores_gemma":[0.00002401481,0.0001274009,0.2406913,0.0007332105,0.00003553541,0.0009061194,0.6074674,0.001414436,0.004016536,0.0227787,0.1216946,0.0001108221],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8263574,0.001323219,0.02258557,0.004828977,0.0001712494,0.0003053746,0.0004398402,0.000148827,0.1438395],"genre_scores_gemma":[0.9843187,0.0004502241,0.006632223,0.0002913195,0.00002534546,0.00006783968,0.0002227772,0.00005673063,0.007934837],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1375133,"threshold_uncertainty_score":0.2734258,"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."}}