{"id":"W864610558","doi":"10.25144/18677","title":"APPROXIMATION FUNCTIONS FOR VIRTUAL ACOUSTIC MODELLING","year":2024,"lang":"en","type":"article","venue":"","topic":"Speech and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"BC Research (Canada)","funders":"","keywords":"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":[0.0007673638,0.0009084243,0.000761365,0.0007066551,0.0003383058,0.001280916,0.001274526,0.001176454,0.003296283],"category_scores_gemma":[0.003278405,0.0004918163,0.0009042818,0.0007141117,0.0007398613,0.001235795,0.001304634,0.001402813,0.002378116],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000531161,"about_ca_system_score_gemma":0.0005001606,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003355535,"about_ca_topic_score_gemma":0.00168515,"domain_scores_codex":[0.9994579,0.0001819387,0.00002873386,0.00006746392,0.0002175279,0.00004647343],"domain_scores_gemma":[0.9993958,0.0002606429,0.00003906157,0.0001235252,0.0001506233,0.00003030085],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001683881,0.0000491671,0.0002603927,0.0001426784,0.00004651271,0.0001382755,0.0001184664,0.6482462,0.01545073,0.1473978,0.00311966,0.1848618],"study_design_scores_gemma":[0.000003021227,0.00001051719,0.00003217983,0.000008950746,0.000005255102,0.00003242944,0.000009248375,0.983166,0.001596569,0.01254909,0.002580724,0.000006079247],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.00119544,0.00007431118,0.9979906,0.0000243136,0.00002270387,0.000005388287,0.00001742784,0.0001327918,0.000537193],"genre_scores_gemma":[0.3057199,0.001274232,0.674843,0.0001342965,0.0001347676,0.0001601753,0.0005600973,0.0005845283,0.01658893],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.003355535,"threshold_uncertainty_score":0.01102716,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02826620180204558,"score_gpt":0.2544592444314813,"score_spread":0.2261930426294357,"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."}}