{"id":"W4386915830","doi":"10.5753/stil.2023.233839","title":"Classificação de gêneros a partir de letras de músicas em português","year":2023,"lang":"pt","type":"article","venue":"","topic":"Music and Audio Processing","field":"Computer Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Network for Business Sustainability","funders":"","keywords":"Humanities; Philosophy; Computer science; Transformer; Art; 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":[0.001159954,0.0007147912,0.0005638752,0.002951607,0.000804742,0.002256449,0.0005827428,0.0006771297,0.006747431],"category_scores_gemma":[0.005661392,0.000243748,0.0009712638,0.002352604,0.0006032513,0.001828105,0.001170887,0.0007088853,0.002940149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008210032,"about_ca_system_score_gemma":0.0007910124,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007786598,"about_ca_topic_score_gemma":0.01348634,"domain_scores_codex":[0.9993111,0.0001200072,0.00005788644,0.0001968729,0.0002253851,0.00008880463],"domain_scores_gemma":[0.9984294,0.000596965,0.0001473853,0.0002593507,0.0004732377,0.00009372525],"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":[0.001242382,0.0001146148,0.06604657,0.0006750344,0.0002209117,0.00047195,0.002199799,0.00822065,0.04330818,0.004639415,0.005719952,0.8671406],"study_design_scores_gemma":[0.0001829433,0.001287747,0.3360917,0.0006642193,0.0009961061,0.004714847,0.01113436,0.3947654,0.08704546,0.02126363,0.1415177,0.0003358884],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7075654,0.003250834,0.2299968,0.001222573,0.0005790612,0.0004218822,0.004987525,0.005784193,0.04619161],"genre_scores_gemma":[0.8951122,0.001418256,0.08160389,0.0001703787,0.0001555232,0.0001318839,0.002920601,0.0003753029,0.01811216],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007786598,"threshold_uncertainty_score":0.0225724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07334915678197983,"score_gpt":0.3093369639174392,"score_spread":0.2359878071354594,"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."}}