{"id":"W4407100193","doi":"10.1017/s0261143024000369","title":"Auto-Tune as instrument: trap music's embrace of a repurposed technology","year":2024,"lang":"en","type":"article","venue":"Popular Music","topic":"Music Technology and Sound Studies","field":"Computer Science","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Trap (plumbing); History; Art; Computer science; Electrical engineering; Engineering","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":[0.000290253,0.0002294301,0.000373888,0.0006190437,0.0001788282,0.00007049601,0.001060328,0.0002833921,0.00008376806],"category_scores_gemma":[0.0001218163,0.0002077503,0.0001442864,0.001887966,0.0002803103,0.0002745691,0.0005611987,0.0003930875,0.0001328648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004714203,"about_ca_system_score_gemma":0.00009648024,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007342272,"about_ca_topic_score_gemma":0.00006746971,"domain_scores_codex":[0.9982144,0.0000443016,0.0004089061,0.0006608757,0.0002677461,0.0004037212],"domain_scores_gemma":[0.9987132,0.00003931582,0.00009929881,0.001039986,0.00005748881,0.00005069744],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000005205548,0.00008199841,0.0003450625,0.0001013599,0.0001378396,0.0002141347,0.002939191,0.000002158322,0.003925068,0.8170777,0.003647345,0.171523],"study_design_scores_gemma":[0.0009752649,0.0006938878,0.002119549,0.0004235887,0.0001199088,0.0005263321,0.0008106403,0.007314513,0.01164104,0.5129802,0.4614697,0.0009254115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.937439,0.00900505,0.02982306,0.01039159,0.002631515,0.0004850559,0.000008233387,0.002807045,0.007409399],"genre_scores_gemma":[0.9918414,0.0000720246,0.006580648,0.0003846913,0.00005734867,0.00005186614,0.000002855525,0.00001773656,0.0009913722],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4578224,"threshold_uncertainty_score":0.8471811,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02309165992960159,"score_gpt":0.2473613013698474,"score_spread":0.2242696414402458,"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."}}