{"id":"W2538243368","doi":"10.31542/j.ecj.6","title":"Composing a Better World","year":2011,"lang":"en","type":"article","venue":"Earth Common Journal","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"MacEwan University","funders":"","keywords":"Visual arts; Musical; Composition (language); Musical composition; Transition (genetics); Path (computing); John Cage; Computer science; Art; Performance art; Art history; Literature","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"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":[0.0002560138,0.00008547284,0.0001362712,0.000155267,0.0004203605,0.00009036466,0.0006297395,0.00003423324,0.0001294775],"category_scores_gemma":[0.000008376606,0.00006995841,0.00006171131,0.0002085694,0.00007839172,0.000269654,0.0001979736,0.0004504727,0.00008371781],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00000709279,"about_ca_system_score_gemma":0.00001643503,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000005332779,"about_ca_topic_score_gemma":0.00006889938,"domain_scores_codex":[0.9992731,0.00006447874,0.000180586,0.0001173864,0.0001335055,0.000230921],"domain_scores_gemma":[0.9995066,0.00003307338,0.00008381285,0.0002729492,0.00003641719,0.00006715912],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0000337827,0.0002631608,0.2347817,0.000009130803,0.0002233258,0.001027285,0.01793428,0.000004578451,0.0003250485,0.2128425,0.04304503,0.4895102],"study_design_scores_gemma":[0.001188835,0.0003423666,0.4478681,0.0001217619,0.00002320155,0.002255352,0.0001474417,0.001685116,0.002719573,0.1967989,0.3462082,0.0006411188],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5610024,0.0009974255,0.3159238,0.006795076,0.002343814,0.00009537141,6.322058e-7,0.0004178481,0.1124237],"genre_scores_gemma":[0.9354036,0.000009540134,0.06265537,0.001332141,0.00009791298,0.000001082546,7.02486e-8,0.000003808549,0.0004964453],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4888691,"threshold_uncertainty_score":0.3233116,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360029783407018,"score_gpt":0.2334144670917595,"score_spread":0.1974114887510577,"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."}}