{"id":"W4206271235","doi":"10.1017/9781108696555","title":"Voice Quality","year":2019,"lang":"en","type":"preprint","venue":"Cambridge University Press eBooks","topic":"Phonetics and Phonology Research","field":"Psychology","cited_by":73,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Victoria","funders":"Agence Nationale de la Recherche","keywords":"Vocal tract; Articulator; Phonation; Larynx; Speech recognition; Quality (philosophy); Articulatory phonetics; Computer science; Speech production; Glottis; Voice analysis; Stress (linguistics); Psychology; Audiology; Linguistics; Medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0004414087,0.0003291869,0.0005220207,0.0001980097,0.0001299664,0.00005268335,0.001341974,0.0008674062,0.00003940047],"category_scores_gemma":[0.00002818194,0.0003990106,0.0002620365,0.00002612428,0.0003085777,0.00002523279,0.002435329,0.001728811,0.000500545],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000157929,"about_ca_system_score_gemma":0.000220444,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006912333,"about_ca_topic_score_gemma":0.000009667909,"domain_scores_codex":[0.9972443,0.0007289883,0.0002406612,0.0009259892,0.000270451,0.0005895857],"domain_scores_gemma":[0.99738,0.0002435188,0.0002265804,0.001740314,0.0002002117,0.0002094252],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001682491,0.0003626866,0.002151765,0.0006802658,0.001662088,0.0008109418,0.003728902,0.0000740417,0.001238603,0.4931249,0.4918991,0.00258417],"study_design_scores_gemma":[0.001909981,0.0001138879,0.07839372,0.00008456982,0.0001661266,0.00001835972,0.0005078808,0.0001351667,0.0007438576,0.00002504126,0.9169783,0.0009231232],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2497965,0.0002321828,0.0005180138,0.00005784191,0.002059971,0.000549576,0.0005615736,0.0001298177,0.7460945],"genre_scores_gemma":[0.3684549,0.00003268098,0.00004798721,0.00009072691,0.0001415793,0.000003711864,0.00008402773,0.00002929361,0.6311151],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4930999,"threshold_uncertainty_score":0.9998462,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08405672743467214,"score_gpt":0.338953159509084,"score_spread":0.2548964320744119,"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."}}