{"id":"W2897809343","doi":"10.1121/1.5068596","title":"Acoustic analysis of the speech of patients with oral cancer: A methodological investigation comparing speech stimuli derived from different clinical outcome measures","year":2018,"lang":"en","type":"article","venue":"The Journal of the Acoustical Society of America","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Vowel; Formant; Context (archaeology); Audiology; Oral cavity; Tongue; Connected speech; Speech production; Medicine; Space (punctuation); Speech recognition; Psychology; Computer science; Orthodontics; Biology","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":[],"consensus_categories":[],"category_scores_codex":[0.001322526,0.0002119915,0.001452599,0.00004475088,0.0001304818,0.000007536721,0.000665767,0.0001328137,0.00009758113],"category_scores_gemma":[0.00172435,0.00008341682,0.001019907,0.0007394406,0.002602401,0.00004759023,0.0002204346,0.000696925,5.325897e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007980102,"about_ca_system_score_gemma":0.0001573298,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006339327,"about_ca_topic_score_gemma":0.00009319452,"domain_scores_codex":[0.9962754,0.0008415875,0.001255478,0.0001667871,0.001219953,0.000240822],"domain_scores_gemma":[0.9950213,0.001831537,0.001673022,0.0005330063,0.0008002099,0.00014089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001341646,0.0005033878,0.9672665,0.00004649307,0.003862328,4.634186e-7,0.0007762621,0.004411598,0.01477802,3.783718e-7,0.0006798492,0.006333071],"study_design_scores_gemma":[0.001630472,0.0008921621,0.936783,0.0001665502,0.01225956,0.000002330149,0.001191115,0.04319784,0.003621657,0.0001474492,0.0000124838,0.00009540292],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9439301,0.00009621848,0.05318012,0.002315731,0.0001621922,0.0002667495,0.0000298576,0.000006100324,0.00001289019],"genre_scores_gemma":[0.9699338,0.0001543073,0.02854227,0.001219975,0.0001203183,0.000001056294,0.000002765871,0.00001440625,0.00001109759],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03878624,"threshold_uncertainty_score":0.9588655,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1549560962600878,"score_gpt":0.3909853345271315,"score_spread":0.2360292382670437,"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."}}