{"id":"W4400967553","doi":"","title":"Sound Before Symbol Strategies and Beginning Band Performance Skills","year":2022,"lang":"en","type":"article","venue":"DOAJ (DOAJ: Directory of Open Access Journals)","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Sound (geography); Symbol (formal); Communication; Computer science; Speech recognition; Psychology; Acoustics; Physics; Programming language","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.003042716,0.0002383164,0.0003498679,0.001970733,0.0004410269,0.001803176,0.0005523846,0.0004374418,0.004700888],"category_scores_gemma":[0.02293908,0.0001763322,0.0002852146,0.001150914,0.0009344429,0.001257509,0.0008302234,0.0005827628,0.0006194102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007381672,"about_ca_system_score_gemma":0.002442233,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001715894,"about_ca_topic_score_gemma":0.004883331,"domain_scores_codex":[0.9974186,0.0009455945,0.0002227764,0.0002853535,0.001019525,0.0001079947],"domain_scores_gemma":[0.9632991,0.02780211,0.005561663,0.0005383344,0.002184221,0.000614509],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0005577256,0.001335977,0.1644833,0.01579232,0.0004247527,0.001023162,0.02440271,0.0003222284,0.01119936,0.004346947,0.001901198,0.7742103],"study_design_scores_gemma":[0.00007868547,0.001549756,0.9315004,0.007482081,0.0005247013,0.001731892,0.02034931,0.000235698,0.008120607,0.002773198,0.02559468,0.00005904082],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.838727,0.1122482,0.004002279,0.00133716,0.0001598295,0.0002017667,0.0001985824,0.00005747397,0.04306763],"genre_scores_gemma":[0.9465086,0.04484272,0.004649621,0.0002323013,0.00007340009,0.0001160406,0.0001209527,0.00002455294,0.003431682],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004700888,"threshold_uncertainty_score":0.01609159,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.232682917502969,"score_gpt":0.4765499159077509,"score_spread":0.2438669984047818,"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."}}