{"id":"W4238905999","doi":"10.32920/ryerson.14645361","title":"Applications of Variable Acoustics","year":2021,"lang":"en","type":"preprint","venue":"","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"","keywords":"Reverberation; Room acoustics; Acoustics; Architectural acoustics; Articulation (sociology); Variable (mathematics); Engineering; Computer science; Physics; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.000861679,0.000645135,0.0003462261,0.0007242865,0.0004654559,0.001208602,0.001003447,0.0007141923,0.007235065],"category_scores_gemma":[0.002344079,0.0002909784,0.0005598697,0.0005847036,0.000843639,0.001006428,0.001372205,0.0005388488,0.00135103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003971595,"about_ca_system_score_gemma":0.0002549374,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005777912,"about_ca_topic_score_gemma":0.0005738673,"domain_scores_codex":[0.9987968,0.0002828837,0.00005399894,0.0002722348,0.0004651993,0.0001287863],"domain_scores_gemma":[0.9979355,0.001060046,0.000166079,0.0003992,0.0003611803,0.00007804824],"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":[0.001085538,0.0001451746,0.008452213,0.0007490428,0.00009031945,0.0004654395,0.001310945,0.01006008,0.5910785,0.007966204,0.001026008,0.3775705],"study_design_scores_gemma":[0.0001916646,0.005312871,0.04829518,0.0002633238,0.0005091156,0.004570844,0.001770716,0.04218495,0.7158583,0.009555013,0.1711326,0.0003553524],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.560568,0.004060096,0.3701385,0.000626873,0.0003749266,0.000176205,0.0001981109,0.002051461,0.06180575],"genre_scores_gemma":[0.956004,0.0007130438,0.03594041,0.0001188815,0.0001133071,0.00004131926,0.00008269445,0.0001425102,0.006843905],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007235065,"threshold_uncertainty_score":0.02420378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01487244916718562,"score_gpt":0.2471949199886366,"score_spread":0.232322470821451,"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."}}