{"id":"W4389120841","doi":"10.21432/cjlt28153","title":"Technology in Music Education","year":2023,"lang":"en","type":"article","venue":"Canadian Journal of Learning and Technology","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Practicum; Bachelor; Music education; Teaching method; Psychology; Computer science; Mathematics education; Certificate; Transformational leadership; Multimedia; Pedagogy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001427231,0.00005730071,0.0001158849,0.00369741,0.0001817638,0.00004739073,0.0001148366,0.00009029384,0.0005350363],"category_scores_gemma":[0.000219666,0.00005582279,0.00001403201,0.0004733817,0.0003334428,0.00007880838,0.00001107055,0.0003774457,0.00007898409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005740776,"about_ca_system_score_gemma":0.0008103396,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007211463,"about_ca_topic_score_gemma":0.02043727,"domain_scores_codex":[0.9995126,0.00001694515,0.0001720199,0.00007919758,0.000040641,0.0001786245],"domain_scores_gemma":[0.9995652,0.00002145204,0.0001071656,0.00005957835,0.0001641255,0.00008243538],"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":[0.000001698276,0.0000156259,0.08240959,0.00001328226,0.00001775639,0.00009621881,0.01460577,0.000008037512,0.00005818245,0.8054066,0.01753053,0.07983666],"study_design_scores_gemma":[0.0001233723,0.00006973699,0.0004262836,0.00005964518,0.000005640028,0.000070354,0.06655483,0.000006926257,0.00002055928,0.02648848,0.9061106,0.00006359692],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.968349,0.0006023708,9.056964e-7,0.01384182,0.001110395,0.00003734074,7.729877e-7,0.00005427034,0.01600309],"genre_scores_gemma":[0.9933895,0.00003099539,0.00003464991,0.00004483073,0.0001429968,0.000003517527,0.000001584146,0.000007944709,0.006344004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8885801,"threshold_uncertainty_score":0.9974372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02562196205239525,"score_gpt":0.2274575518312763,"score_spread":0.201835589778881,"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."}}