{"id":"W2109494539","doi":"","title":"Something to sing about! A selection and analysis of unison Canadian choral compositions for schools","year":2013,"lang":"en","type":"article","venue":"The Journal of Macrodynamic Analysis (Memorial University of Newfoundland)","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Brock University","funders":"","keywords":"Unison; Choir; Selection (genetic algorithm); Psychology; Communication; Pedagogy; Computer science; Artificial intelligence; Acoustics; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"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":[0.001478922,0.0006896309,0.0004457354,0.01082681,0.01455773,0.006023893,0.0009253465,0.0005875393,0.009364437],"category_scores_gemma":[0.004964911,0.0003367073,0.0003805061,0.01471483,0.003011191,0.00106786,0.00229384,0.0009244115,0.001161099],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02311735,"about_ca_system_score_gemma":0.0325677,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8103119,"about_ca_topic_score_gemma":0.9565321,"domain_scores_codex":[0.997568,0.000252632,0.00008979159,0.0002050064,0.001078892,0.0008058049],"domain_scores_gemma":[0.9959778,0.0006454147,0.0003143365,0.0001724246,0.002054489,0.0008355379],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0005954116,0.0001669759,0.115726,0.0004198887,0.00004825467,0.002199775,0.5393415,0.000236006,0.008424032,0.02171198,0.02740796,0.2837222],"study_design_scores_gemma":[0.000006268217,0.00004861967,0.3827739,0.0002487887,0.00003539839,0.0005165057,0.4706839,0.0002949201,0.001432663,0.000567938,0.1433285,0.00006252178],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.9028331,0.001257585,0.00112512,0.0007908497,0.00009052918,0.0003249899,0.001836332,0.00006341703,0.09167806],"genre_scores_gemma":[0.9198876,0.00152932,0.002147293,0.0001908097,0.00003008416,0.0001247745,0.002423977,0.0001945189,0.07347163],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.1896881,"threshold_uncertainty_score":0.3816103,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01903823034344031,"score_gpt":0.228361310868422,"score_spread":0.2093230805249817,"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."}}