{"id":"W4392950624","doi":"10.7202/1110016ar","title":"A New (Old) Approach to Learning Western Art Music","year":2023,"lang":"en","type":"article","venue":"MUSICultures","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Visual arts; History; Art; Archaeology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.00009163691,0.0001716892,0.0001603217,0.0001688764,0.0003936373,0.0005221035,0.0002227417,0.00004159395,0.004215686],"category_scores_gemma":[0.00003839428,0.0001320192,0.00007884401,0.0001812583,0.00004962953,0.0002030028,0.0000982018,0.0001562719,0.01267383],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000272212,"about_ca_system_score_gemma":0.00003748122,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003184365,"about_ca_topic_score_gemma":0.0006291882,"domain_scores_codex":[0.9989098,0.0000352276,0.0001652212,0.000316703,0.0002717671,0.0003012232],"domain_scores_gemma":[0.9994585,0.00003018519,0.00005280014,0.0002014319,0.0000843603,0.0001727128],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003219911,0.00002796276,0.00007522872,0.00001117167,0.00001957532,0.000002592679,0.1691787,0.0001607701,0.00006236016,0.0750435,0.7545652,0.0008496508],"study_design_scores_gemma":[0.0001559823,0.00002802735,0.00170257,0.00001992337,0.00001611414,0.000001811836,0.0174353,0.00001436017,0.00002367304,0.0003515822,0.9800445,0.0002060902],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.155077,0.00002324901,0.00006387575,0.001816734,0.002815466,0.0003317429,0.000008635021,0.0008582171,0.8390051],"genre_scores_gemma":[0.2225225,0.000002165208,0.0002656876,0.003294236,0.003485452,0.00005468779,0.0001157389,0.00003124908,0.7702283],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.2254793,"threshold_uncertainty_score":0.9966946,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08276655242185282,"score_gpt":0.2463947355423154,"score_spread":0.1636281831204626,"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."}}