{"id":"W4361278597","doi":"10.3998/mpub.11969438","title":"Improvising Across Abilities","year":2023,"lang":"en","type":"book","venue":"University of Michigan Press eBooks","topic":"Diverse Music Education Insights","field":"Arts and Humanities","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology","funders":"Rensselaer Polytechnic Institute; McGill University; Craig H. Neilsen Foundation; Christopher and Dana Reeve Foundation; National Endowment for the Arts","keywords":"Improvisation; Active listening; Musical; Normative; Visual arts; Space (punctuation); Aesthetics; Set (abstract data type); Representation (politics); Sociology; Psychology; Art; Media studies; Political science; Communication; Linguistics; Computer science; Law; Politics","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001060389,0.0002453739,0.0003651475,0.0001267781,0.0004726779,0.0001082755,0.0005080851,0.0001625588,0.0007058627],"category_scores_gemma":[0.00001001599,0.0002926055,0.0002145191,0.0000039867,0.001186824,0.0001100133,0.0003051988,0.0002722681,0.0001668843],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000768708,"about_ca_system_score_gemma":0.0002953474,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001798847,"about_ca_topic_score_gemma":0.007909738,"domain_scores_codex":[0.9989035,0.00003284062,0.0001987218,0.0003406793,0.0002639086,0.0002603915],"domain_scores_gemma":[0.998807,0.0001277348,0.0003038226,0.0004273615,0.0002577798,0.0000763123],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002418189,0.0000189099,4.560125e-7,0.0003221439,0.0001694401,0.00001825548,0.5245606,0.000001590748,0.000008497504,0.390931,0.08311401,0.000830913],"study_design_scores_gemma":[0.0002537299,0.00003324646,0.00000193361,0.0002300355,0.00009660234,6.236502e-7,0.04394289,0.000003324858,0.00003727731,0.004662354,0.9504598,0.0002781188],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.003851555,0.00005655831,0.000003609254,0.00001790476,0.001540106,0.0002541267,0.0007474363,0.0002257366,0.9933029],"genre_scores_gemma":[0.001255056,0.00001277782,0.00002944663,0.00003894789,0.0004982135,3.223909e-7,0.00009435278,0.00004729879,0.9980236],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.8673459,"threshold_uncertainty_score":0.9999526,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06339860467076396,"score_gpt":0.221259843067966,"score_spread":0.1578612383972021,"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."}}