{"id":"W7005629974","doi":"","title":"A Review Of Automatic Musical Instrument Classification Based On Sound Recognition System","year":2022,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Reproductive biology and impacts on aquatic species","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Musical instrument; Sound (geography); Musical; Noise (video); Pattern recognition (psychology); Feature extraction","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001132526,0.0008495212,0.00112956,0.002864984,0.000448444,0.001446957,0.001594509,0.0009468033,0.002474209],"category_scores_gemma":[0.001390748,0.0003996051,0.0008120203,0.00308394,0.0004504498,0.001423602,0.0004654375,0.0006134982,0.002014725],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006003269,"about_ca_system_score_gemma":0.001839521,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01337563,"about_ca_topic_score_gemma":0.01141965,"domain_scores_codex":[0.9991466,0.00005182959,0.0000926615,0.0002658355,0.0003976914,0.00004542681],"domain_scores_gemma":[0.9988474,0.0002956959,0.00006474061,0.00006153496,0.0006898404,0.00004085974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00008240415,0.00005884858,0.001697924,0.00223372,0.00008325473,0.00009911846,0.00004584356,0.000905576,0.01311706,0.001099607,0.009444206,0.9711325],"study_design_scores_gemma":[0.00006422432,0.0007196746,0.03702161,0.002323699,0.001553221,0.003540789,0.0005546267,0.05994716,0.0753969,0.0055831,0.8127781,0.0005168837],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.01596351,0.7188625,0.2422484,0.0008833149,0.002169987,0.0001737817,0.000969763,0.001501778,0.01722691],"genre_scores_gemma":[0.09392853,0.6549748,0.2148432,0.00135279,0.002687847,0.0002085981,0.004063779,0.0003013039,0.02763919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01337563,"threshold_uncertainty_score":0.02659559,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03465809505179972,"score_gpt":0.2530094311967985,"score_spread":0.2183513361449987,"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."}}