{"id":"W1864844943","doi":"","title":"Obtaining the vocal-tract area function from the vowel sound","year":2003,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Vocal tract; Vowel; Acoustics; Speech recognition; Sound (geography); Ideal (ethics); SIGNAL (programming language); Mathematics; Computer science; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0001988987,0.000119213,0.0001165963,0.00004011735,0.000330037,0.00005510411,0.000109918,0.0001021952,0.0005220228],"category_scores_gemma":[0.000622281,0.00007194697,0.00006019558,0.0001700148,0.00009222337,0.00003723318,0.000005283094,0.0003350824,0.0001305755],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001387713,"about_ca_system_score_gemma":0.0006708174,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02575187,"about_ca_topic_score_gemma":0.0547642,"domain_scores_codex":[0.999166,0.0000391537,0.0001336121,0.0001534126,0.000170143,0.0003376718],"domain_scores_gemma":[0.9990116,0.0002292553,0.00003728556,0.0003816683,0.00007243838,0.0002677023],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.00009617785,0.0001694453,0.2100298,0.00004840611,0.0005906926,0.0005216904,0.007316758,0.002594027,0.004956224,0.00509216,0.7388145,0.02977009],"study_design_scores_gemma":[0.001123751,0.0001737947,0.7094274,0.00006522029,0.0008273073,0.00008555639,0.01914745,0.002880129,0.00002618398,0.006374829,0.2595376,0.0003307962],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9397655,0.001379504,0.01129028,0.01015203,0.001239125,0.0005028025,0.00009152763,0.00006033928,0.03551893],"genre_scores_gemma":[0.9833323,0.00004823988,0.0001204407,0.01498373,0.0002635938,0.000007230262,0.00004261593,0.00002277892,0.001179066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4993976,"threshold_uncertainty_score":0.9807357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02566468167921611,"score_gpt":0.2369375560312839,"score_spread":0.2112728743520678,"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."}}