{"id":"W3177253890","doi":"10.1177/02557614211027248","title":"Through the looking glass: A researcher’s perspectives on a collaborative music composition project","year":2021,"lang":"en","type":"article","venue":"International Journal of Music Education","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"Creativity; Music education; Musical composition; Musical; Composition (language); Pedagogy; New Interfaces for Musical Expression; Psychology; Visual arts; Mathematics education; Art; Literature","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0267019,0.001450965,0.001601174,0.004745668,0.04518835,0.02130467,0.00507493,0.008125846,0.003100817],"category_scores_gemma":[0.03218184,0.001665195,0.001582403,0.002875752,0.03311748,0.009999135,0.01506415,0.01346932,0.0006832324],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008101379,"about_ca_system_score_gemma":0.01342105,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02228485,"about_ca_topic_score_gemma":0.04178727,"domain_scores_codex":[0.9552033,0.03557347,0.0008729614,0.001914368,0.002333569,0.004102374],"domain_scores_gemma":[0.9673949,0.01988056,0.001688334,0.001178621,0.002930265,0.006927392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.00001538285,0.00002430463,0.0004536416,0.00002839045,0.000003153529,0.001105205,0.995169,0.00001447097,0.0002723227,0.001285452,0.0004725499,0.001156059],"study_design_scores_gemma":[0.00000418204,0.00003800171,0.0001668697,0.00006104161,0.00000519697,0.000359962,0.9904274,0.00003728475,0.0001134867,0.0002564948,0.008517863,0.00001218647],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9225061,0.001977641,0.007052128,0.0295515,0.001069764,0.0004831617,0.00009739377,0.0001638677,0.03709843],"genre_scores_gemma":[0.9805493,0.001232169,0.00275773,0.003684677,0.0001550754,0.0001801665,0.00003163475,0.0001503681,0.01125893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04518835,"threshold_uncertainty_score":0.1412148,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1016047094374128,"score_gpt":0.3545194050241802,"score_spread":0.2529146955867673,"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."}}