{"id":"W2577862227","doi":"","title":"Negotiated Content: Generative Soundscape Composition by Autonomous Musical Agents in Coming Together: Freesound.","year":2011,"lang":"en","type":"article","venue":"ICCC","topic":"Music and Audio Processing","field":"Computer Science","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"","keywords":"Soundscape; Metadata; Generative grammar; Composition (language); Computer science; Musical; Musical composition; Artificial intelligence; World Wide Web; Linguistics; Sound (geography); Art; Acoustics; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"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":[],"consensus_categories":[],"category_scores_codex":[0.0001691716,0.0001556862,0.0001951473,0.00007527701,0.0001520868,0.0001506047,0.0004836166,0.00008018777,0.00009681175],"category_scores_gemma":[0.00001084699,0.0001483726,0.00004745524,0.0002298652,0.00006547713,0.0004697414,0.0001514466,0.00016789,0.00006329156],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007554805,"about_ca_system_score_gemma":0.00004337585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002465799,"about_ca_topic_score_gemma":0.00004180756,"domain_scores_codex":[0.998778,0.00009648755,0.0002683291,0.0003774811,0.0001760567,0.0003036879],"domain_scores_gemma":[0.9994463,0.000036096,0.0001176491,0.0002615878,0.00005057769,0.00008778553],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000250854,0.004081248,0.05551571,0.0001798351,0.0003630565,0.0007771211,0.1926536,0.000537583,0.3584115,0.07771065,0.07277622,0.2367426],"study_design_scores_gemma":[0.009808659,0.0008514567,0.09909479,0.0006480101,0.00007794509,0.00020419,0.001382194,0.6121785,0.2307247,0.02334739,0.01833593,0.003346246],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6612155,0.0002535741,0.3323081,0.0004189516,0.0003635946,0.0001607638,0.000004820813,0.0001536085,0.005121059],"genre_scores_gemma":[0.9822803,0.000003285931,0.01526324,0.002200307,0.00005477029,0.00001293048,0.00001180874,0.00001116616,0.0001621503],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6116409,"threshold_uncertainty_score":0.6050458,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0834586180874157,"score_gpt":0.2582543384531572,"score_spread":0.1747957203657415,"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."}}