{"id":"W7066628476","doi":"","title":"An Industry Focused Investigation into Immersive Commercial Melodic Rap Production","year":2024,"lang":"en","type":"article","venue":"Huddersfield Research Portal (University of Huddersfield)","topic":"Approximation Theory and Sequence Spaces","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre for Interdisciplinary Research in Music Media and Technology","funders":"","keywords":"Melody; Key (lock); Salient; Musical; Production (economics); Mixing (physics); Music industry; Timbre","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":[0.003405728,0.0003288322,0.0001922121,0.0008644571,0.002252151,0.002765871,0.0008845018,0.0009385027,0.004310945],"category_scores_gemma":[0.006236493,0.0003655425,0.0001797767,0.0006259975,0.002817161,0.002115125,0.003076833,0.001147768,0.0006264861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008756567,"about_ca_system_score_gemma":0.0008641005,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001189084,"about_ca_topic_score_gemma":0.003522863,"domain_scores_codex":[0.9970662,0.001843155,0.00008753362,0.0002791177,0.0004857785,0.0002382767],"domain_scores_gemma":[0.9940806,0.004527303,0.0003498464,0.0002727254,0.0005027994,0.0002666601],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"qualitative","study_design_scores_codex":[0.0001782009,0.0004975209,0.01032346,0.0005790517,0.00001890489,0.003398674,0.8569515,0.0004236506,0.03934068,0.0214456,0.00117692,0.06566593],"study_design_scores_gemma":[0.00001967638,0.001007085,0.01726606,0.000292103,0.00002475373,0.002939821,0.8836934,0.001914255,0.01477555,0.002554013,0.0754706,0.00004269652],"study_design_candidate":"qualitative","study_design_consensus":"qualitative","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9625602,0.0002468253,0.008305011,0.000428827,0.00002768825,0.00007493915,0.00002718979,0.00003433849,0.02829503],"genre_scores_gemma":[0.9888292,0.0002851052,0.003819689,0.0001243785,0.0000120568,0.00004462165,0.00001898771,0.00001651494,0.006849468],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004310945,"threshold_uncertainty_score":0.01801145,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1534536815603909,"score_gpt":0.3891092173286668,"score_spread":0.2356555357682759,"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."}}