{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007801251,0.000593354,0.0005425727,0.001420703,0.0009537975,0.004479806,0.000985842,0.001334547,0.03809484],"category_scores_gemma":[0.002687629,0.0001800881,0.0005937905,0.00113078,0.001580482,0.002508883,0.001962741,0.001844817,0.01391343],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001433633,"about_ca_system_score_gemma":0.0008000013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00139908,"about_ca_topic_score_gemma":0.001308584,"domain_scores_codex":[0.9986506,0.0002144117,0.00009583341,0.0002451925,0.0007153158,0.00007857177],"domain_scores_gemma":[0.9992517,0.0002562711,0.00005563656,0.000108426,0.0002699948,0.00005791304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001043036,0.00003526175,0.001270721,0.001051803,0.00005079091,0.0004723619,0.001941614,0.0008388093,0.005266605,0.2492869,0.2223922,0.5172886],"study_design_scores_gemma":[0.000003228038,0.00003369151,0.001266585,0.0002276203,0.000007965773,0.001224593,0.0002558103,0.0003153652,0.000634003,0.01422131,0.9817914,0.00001836821],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007013877,0.1235979,0.06870613,0.01610526,0.0174029,0.0002183817,0.002461039,0.001567976,0.7629265],"genre_scores_gemma":[0.1217233,0.06389021,0.03068622,0.008986834,0.006053717,0.000197187,0.002440287,0.001246392,0.7647758],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03809484,"threshold_uncertainty_score":0.12744,"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."}}