{"id":"W2980186579","doi":"10.1109/ccece.2019.8861555","title":"Neural Network Music Genre Classification","year":2019,"lang":"en","type":"article","venue":"","topic":"Music and Audio Processing","field":"Computer Science","cited_by":18,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Regina","funders":"","keywords":"Spectrogram; Artificial neural network; Computer science; Artificial intelligence; Speech recognition; Machine learning","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":[],"consensus_categories":[],"category_scores_codex":[0.00009906874,0.00005537843,0.00006027248,0.00001714134,0.00006135159,0.0001213837,0.0003573977,0.00002644323,0.0001888359],"category_scores_gemma":[0.000002888087,0.00004420508,0.00002371245,0.0002213432,0.000008705078,0.0003630873,0.00008998208,0.0000565978,0.0004847828],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009125421,"about_ca_system_score_gemma":0.00002272259,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000003260652,"about_ca_topic_score_gemma":0.000001657309,"domain_scores_codex":[0.999405,0.00001508286,0.00009027019,0.0002119946,0.0001115327,0.000166083],"domain_scores_gemma":[0.9995722,0.00001905708,0.00004227314,0.0003059439,0.000025784,0.00003480265],"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":[0.000002905475,0.00003016894,0.01267926,0.00002993033,0.000008695618,0.000003535015,0.0005144534,0.002384319,0.004500143,0.2644742,0.0730326,0.6423398],"study_design_scores_gemma":[0.0001745806,0.00002667399,0.04516872,0.00001347617,0.0000020218,0.0000088467,0.00002794193,0.9239257,0.0002851998,0.003551927,0.02662713,0.0001877899],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.1866182,0.0001193536,0.6863931,0.002921767,0.001130821,0.0001255413,8.068137e-8,0.0003111349,0.12238],"genre_scores_gemma":[0.9708206,0.00000120165,0.0208257,0.003994642,0.000167214,0.000002339846,8.56995e-7,0.000003493093,0.004183967],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9215414,"threshold_uncertainty_score":0.6231064,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03436511216001128,"score_gpt":0.2357635167567053,"score_spread":0.201398404596694,"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."}}