{"id":"W2537268486","doi":"10.1016/j.tsc.2016.10.006","title":"Expert improvisers in Western classical music learning pathways","year":2016,"lang":"en","type":"article","venue":"Thinking Skills and Creativity","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":14,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Social Sciences and Humanities Research Council of Canada; Université Laval","keywords":"Psychology; Mathematics education; Cognitive science","routes":{"ca_aff":true,"ca_fund":true,"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":[0.002268729,0.0003116971,0.0003407126,0.0008967377,0.005105919,0.005750508,0.001193735,0.001445877,0.02422727],"category_scores_gemma":[0.007245217,0.000301721,0.000222571,0.000541026,0.002227526,0.002387576,0.005316786,0.002898385,0.002978378],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002085454,"about_ca_system_score_gemma":0.002505913,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006522697,"about_ca_topic_score_gemma":0.02260562,"domain_scores_codex":[0.9976996,0.0006801918,0.00005941296,0.0002999217,0.000331525,0.0009294053],"domain_scores_gemma":[0.9959946,0.001008937,0.0002100454,0.0001359334,0.0004581373,0.002192304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.002741206,0.008553644,0.1855365,0.000178421,0.00006416882,0.006137337,0.591934,0.001101154,0.006359772,0.01509775,0.01062649,0.1716696],"study_design_scores_gemma":[0.000137281,0.001248032,0.1062113,0.0002167713,0.00004338937,0.002002069,0.8550702,0.002291572,0.002354373,0.008258738,0.02207755,0.00008860509],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9903785,0.00004243783,0.0001835523,0.0002307786,0.00002062958,0.00001998835,0.00001476882,0.00001028315,0.009098994],"genre_scores_gemma":[0.9823663,0.00006311016,0.0002438785,0.00011627,0.000005506117,0.00002274647,0.00004085647,0.00001354889,0.01712775],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02422727,"threshold_uncertainty_score":0.08104825,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03599649449588368,"score_gpt":0.2408762088719132,"score_spread":0.2048797143760295,"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."}}