{"id":"W2776657231","doi":"","title":"Indie-Pop Voice: How a Pharyngeal/Retracted Articulatory Setting May Be Driving a New Singing Style","year":2017,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Singing; Style (visual arts); Indie film; Speech recognition; Computer science; Acoustics; Art; Visual arts","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002445942,0.000257142,0.0003387321,0.000287249,0.0008153926,0.0003520471,0.0002801624,0.0002557969,0.0001538552],"category_scores_gemma":[0.001686643,0.0002771731,0.0001085309,0.000135702,0.0001226753,0.0002947682,0.00004886617,0.0006067867,0.00006124648],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004123906,"about_ca_system_score_gemma":0.001883791,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.01393605,"about_ca_topic_score_gemma":0.03651994,"domain_scores_codex":[0.9981939,0.00002250535,0.0002238221,0.0003596848,0.0003232658,0.0008768077],"domain_scores_gemma":[0.9974259,0.00006809865,0.0001940966,0.0007722183,0.0001329699,0.001406792],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000457994,0.0001502865,0.3996748,0.0005673862,0.0006082247,0.004568974,0.005907891,0.0002426739,0.118576,0.0001745774,0.3952446,0.07423877],"study_design_scores_gemma":[0.003022942,0.0001679632,0.9034951,0.00077996,0.0008434952,0.0001960189,0.004198533,0.01776967,0.0007691574,0.0000806172,0.06771613,0.0009604358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.969299,0.0002171434,0.0006998104,0.02280784,0.0005739345,0.0003970418,0.0000406266,0.0001187434,0.00584591],"genre_scores_gemma":[0.9875321,0.00002797953,0.002093532,0.00350257,0.0008273741,0.000004925894,0.00004726904,0.0000727,0.005891537],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5038203,"threshold_uncertainty_score":0.9999681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02044566391738065,"score_gpt":0.2737143422348344,"score_spread":0.2532686783174538,"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."}}