{"id":"W7001988768","doi":"","title":"Making Digital Musical Instruments","year":2025,"lang":"en","type":"dissertation","venue":"eScholarship@McGill (McGill)","topic":"Innovative Education Methods and Tools","field":"Decision Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Social Sciences and Humanities Research Council of Canada","keywords":"","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00153542,0.000468038,0.0002050134,0.0005563439,0.0017582,0.004942108,0.0006660469,0.0007326852,0.04768519],"category_scores_gemma":[0.004490396,0.0003110251,0.0002715023,0.0004329341,0.002340797,0.005328838,0.003157777,0.001146783,0.009813134],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000650112,"about_ca_system_score_gemma":0.0008368703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001570637,"about_ca_topic_score_gemma":0.002695241,"domain_scores_codex":[0.9992293,0.0001589726,0.00002161961,0.0001359537,0.0003504814,0.0001037627],"domain_scores_gemma":[0.999364,0.0002609599,0.00004086147,0.00007957629,0.0001347533,0.0001199249],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001589959,0.0001821477,0.002222891,0.0004889738,0.00002955624,0.0004356042,0.01023059,0.002110052,0.04209706,0.198736,0.05056241,0.6927457],"study_design_scores_gemma":[0.00005109466,0.0002391952,0.003253679,0.0005737894,0.00005545681,0.0003407578,0.01488531,0.003894446,0.03670736,0.09942033,0.8404973,0.00008148296],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.1367355,0.005743444,0.1641826,0.0110416,0.002670044,0.0004112118,0.0002040558,0.0009876441,0.6780239],"genre_scores_gemma":[0.4289153,0.00561697,0.1022879,0.001325062,0.0003139318,0.0002016739,0.0002929173,0.0004158933,0.4606302],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.04768519,"threshold_uncertainty_score":0.1595229,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1485082640355417,"score_gpt":0.417159881930448,"score_spread":0.2686516178949063,"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."}}