{"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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003527917,0.000133453,0.0001467419,0.0002496734,0.0003100608,0.0006245297,0.0004020921,0.00003528718,0.002566614],"category_scores_gemma":[0.0003157785,0.00009729208,0.0001234547,0.0001804839,0.0002461846,0.0007341157,0.00004970222,0.0003296232,0.00005888473],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004962461,"about_ca_system_score_gemma":0.002258528,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001842402,"about_ca_topic_score_gemma":0.0002369808,"domain_scores_codex":[0.9981161,0.0002826104,0.0004005769,0.0001932699,0.0008717211,0.0001357131],"domain_scores_gemma":[0.993834,0.0002874455,0.00049409,0.0001715156,0.005178663,0.00003428612],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000949251,0.0008380141,0.00002091572,0.000006987711,0.0002235244,0.00001675751,0.4194318,0.00002331855,0.0003188879,0.432068,0.1439532,0.003003674],"study_design_scores_gemma":[0.0004144468,0.0001144719,0.0002706594,0.0002571479,0.00003821533,0.00007450574,0.4553107,0.00001199132,0.0005072732,0.005487417,0.5374021,0.0001110644],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6721548,0.001441797,0.0001859211,0.04982588,0.01918066,0.0005170139,0.00006455408,0.00003672804,0.2565927],"genre_scores_gemma":[0.9862129,0.0001178674,0.0005039188,0.003137271,0.006184747,0.00003061723,0.00004381322,0.00001810349,0.003750734],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4265806,"threshold_uncertainty_score":0.9983452,"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."}}