{"id":"W4394606420","doi":"10.25144/21111","title":"EXPERIMENTS IN MULTICHANNEL SOUND","year":2024,"lang":"en","type":"article","venue":"","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"Sound (geography); Computer science; Acoustics; Physics","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001552843,0.0005594752,0.0008254396,0.0005119574,0.0008892001,0.001004332,0.00136882,0.001691866,0.01713219],"category_scores_gemma":[0.005639352,0.0004697346,0.0005382282,0.0005884082,0.001085639,0.001704303,0.001883614,0.001257308,0.001968561],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000332454,"about_ca_system_score_gemma":0.0003883816,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001387416,"about_ca_topic_score_gemma":0.0008448404,"domain_scores_codex":[0.9986902,0.0002419089,0.000109846,0.0003227594,0.0003926868,0.000242679],"domain_scores_gemma":[0.9952669,0.003149855,0.0001490489,0.0006068912,0.0005250885,0.0003022683],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.006889474,0.00338333,0.001193797,0.0009013896,0.00006065027,0.0005620408,0.001647547,0.002029836,0.9464559,0.004997434,0.0009441415,0.03093444],"study_design_scores_gemma":[0.002177597,0.03214389,0.009854572,0.0002178808,0.0002461685,0.001528694,0.001194446,0.009846732,0.9084911,0.009443056,0.02463672,0.0002191938],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679714,0.001131203,0.01719951,0.0002214506,0.0004620452,0.0003672398,0.0004632897,0.0003065485,0.01187737],"genre_scores_gemma":[0.9591444,0.0009828294,0.01921413,0.0002669888,0.0001232665,0.0004329715,0.0006435323,0.0002171846,0.01897461],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01713219,"threshold_uncertainty_score":0.05731291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03296863387169014,"score_gpt":0.2963404520398764,"score_spread":0.2633718181681862,"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."}}