{"id":"W4226140415","doi":"","title":"Audio Classification: Environmental sounds classification","year":2021,"lang":"en","type":"preprint","venue":"HAL (Le Centre pour la Communication Scientifique Directe)","topic":"Music and Audio Processing","field":"Computer Science","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Computer science; Speech recognition","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","scholarly_communication"],"consensus_categories":[],"category_scores_codex":[0.003544399,0.000463267,0.0004445871,0.0002070258,0.0006619706,0.001930963,0.002932892,0.0004390527,0.0002128942],"category_scores_gemma":[0.0004683829,0.000524618,0.0002867137,0.0005015497,0.0003096114,0.0006023794,0.002673758,0.0009029649,0.0001043297],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003162601,"about_ca_system_score_gemma":0.0006396365,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000938858,"about_ca_topic_score_gemma":0.0001059331,"domain_scores_codex":[0.9931946,0.003209306,0.0007489193,0.001589909,0.0007857828,0.0004715187],"domain_scores_gemma":[0.9935706,0.0006324927,0.0008866011,0.003835164,0.0008223975,0.0002527486],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000009269638,0.001969056,0.005219842,0.0005019064,0.0002425983,0.00003249741,0.03166092,0.0001188599,0.04843142,0.3302719,0.008375415,0.5731663],"study_design_scores_gemma":[0.001965848,0.000001720207,0.110742,0.005303472,0.0002123932,0.0001517087,0.001809322,0.6232687,0.1111915,0.02488303,0.1166394,0.003830926],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03251056,0.001630535,0.8904831,0.02395747,0.0005152537,0.0003240305,0.00002079514,0.000439311,0.05011895],"genre_scores_gemma":[0.8432668,0.00063087,0.1472384,0.0004527129,0.00006781011,0.0001120087,0.0006345334,0.00004520422,0.007551564],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8107563,"threshold_uncertainty_score":0.9997205,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02438925551370333,"score_gpt":0.226577938105316,"score_spread":0.2021886825916126,"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."}}