{"id":"W3096909223","doi":"10.1177/0305735620964315","title":"Strategic approaches to learning sight-singing at college level: An investigation using Q Methodology","year":2020,"lang":"en","type":"article","venue":"Psychology of Music","topic":"Q Methodology Applications","field":"Decision Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University; Université Laval","funders":"","keywords":"Singing; Sight; Typology; Psychology; Musical; Music education; Mathematics education; Pedagogy; Visual arts; Sociology; Management","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007528596,0.0002163307,0.000619817,0.0004711659,0.000333004,0.00002651715,0.0009621031,0.0003034212,0.0004793353],"category_scores_gemma":[0.003396784,0.0002025681,0.0001026798,0.001930787,0.0005299555,0.0002051995,0.0002344001,0.0004002144,0.0002341058],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004279766,"about_ca_system_score_gemma":0.00009793811,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001714693,"about_ca_topic_score_gemma":0.00004987356,"domain_scores_codex":[0.9925078,0.00461304,0.0009111089,0.001126051,0.0004536285,0.0003883965],"domain_scores_gemma":[0.9949285,0.003329733,0.0005701231,0.0006806359,0.0001588128,0.0003321558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0003228814,0.0001021724,0.02702981,0.00001795818,0.00007299775,0.00001235834,0.01818792,0.01636954,0.8883166,0.03348026,0.001999041,0.01408845],"study_design_scores_gemma":[0.003062673,0.002146655,0.2405991,0.00004243612,0.0002718566,0.0004354811,0.02282148,0.08831111,0.06799481,0.5641238,0.008527664,0.001662939],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7751476,0.00006124366,0.2153281,0.007168063,0.0002389345,0.0002915798,0.00001250178,0.00006743957,0.001684554],"genre_scores_gemma":[0.6739437,9.103274e-7,0.3233018,0.002500479,0.0001201139,0.00001925384,0.000006866278,0.00002060687,0.00008628525],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8203218,"threshold_uncertainty_score":0.8260489,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.9520074968808685,"score_gpt":0.5407406786876163,"score_spread":0.4112668181932522,"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."}}