{"id":"W1587096508","doi":"10.21083/csieci.v8i1.1558","title":"Improvisation as Tool and Intention: Organizational Practices in Laptop Orchestras and Their Effect on Personal Musical Approaches","year":2012,"lang":"en","type":"article","venue":"Critical Studies in Improvisation / Études critiques en improvisation","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"University of Huddersfield; Princeton University","keywords":"Improvisation; Laptop; Musical; Visual arts; Repertoire; Aesthetics; Performing arts; Art; Psychology; Multimedia; Computer science; Literature","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.004077865,0.0002688443,0.0002423682,0.001326972,0.005010298,0.009174121,0.001322448,0.001294531,0.005851298],"category_scores_gemma":[0.01297685,0.0001915381,0.0003576415,0.001097969,0.01304398,0.002680494,0.00693767,0.001932573,0.0003552042],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005520928,"about_ca_system_score_gemma":0.003183131,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02057527,"about_ca_topic_score_gemma":0.02842234,"domain_scores_codex":[0.9923097,0.005088227,0.0001780587,0.0005986518,0.0008729505,0.0009523613],"domain_scores_gemma":[0.9833204,0.01061001,0.002279315,0.0008839571,0.001004044,0.001902216],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001571337,0.0005687499,0.08261303,0.000157443,0.00004756011,0.0006461189,0.8541194,0.0003155133,0.002138447,0.02185055,0.0004634733,0.03692257],"study_design_scores_gemma":[0.00001924015,0.0001658624,0.12676,0.0001324029,0.00002376881,0.000113191,0.8596972,0.0004239148,0.0006645955,0.003386219,0.008584206,0.00002929232],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9800019,0.00016744,0.0007197091,0.0005599955,0.000007950882,0.00002036399,0.00001103875,0.00001541832,0.0184961],"genre_scores_gemma":[0.9983341,0.00005897258,0.0002636276,0.00005071174,0.000002821751,0.00002174308,0.000006628723,0.000006695306,0.001254573],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02057527,"threshold_uncertainty_score":0.04091096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08591220533141648,"score_gpt":0.3520275064615578,"score_spread":0.2661153011301414,"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."}}