{"id":"W1677974710","doi":"10.5204/mcj.739","title":"Augmentation and Improvisation","year":2013,"lang":"en","type":"article","venue":"M/C Journal","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Improvisation; Conversation; Multimedia; MIDI; Computer science; Interface (matter); Visual arts; Digital audio; Art; Sociology; Communication","routes":{"ca_aff":true,"ca_fund":false,"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":[0.002698025,0.0007150958,0.0003362255,0.001092714,0.003243843,0.008196341,0.001214839,0.002273413,0.01777714],"category_scores_gemma":[0.009301876,0.0003171336,0.0004939107,0.0006918167,0.01657503,0.006427724,0.00775978,0.002759291,0.00198692],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001773767,"about_ca_system_score_gemma":0.000995921,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008708722,"about_ca_topic_score_gemma":0.0008821641,"domain_scores_codex":[0.9947754,0.00335916,0.000185483,0.0005550078,0.000784774,0.0003401182],"domain_scores_gemma":[0.9931359,0.004741536,0.0004333208,0.0009155907,0.0004402294,0.0003334152],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0002288418,0.0001032049,0.001244226,0.0006589208,0.00001825571,0.0003905854,0.07392365,0.000928006,0.003977071,0.7894562,0.009778501,0.1192925],"study_design_scores_gemma":[0.00005954436,0.0003474629,0.002488862,0.001484364,0.00003660328,0.002045835,0.03424964,0.003262926,0.005889462,0.290665,0.6593942,0.0000760404],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.08618677,0.009964633,0.07284032,0.008981715,0.001196528,0.0002305403,0.00009978707,0.0006107839,0.8198889],"genre_scores_gemma":[0.9063123,0.00238418,0.02133479,0.001173975,0.0002975582,0.0003251636,0.00008179092,0.000265701,0.06782447],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.01777714,"threshold_uncertainty_score":0.05947047,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00871126895098204,"score_gpt":0.214959580898272,"score_spread":0.20624831194729,"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."}}