{"id":"W3111108096","doi":"10.1044/2020_persp-20-00073","title":"Automatic Estimation of Laryngeal Vestibule Closure Duration Using High-Resolution Cervical Auscultation Signals","year":2020,"lang":"en","type":"article","venue":"Perspectives of the ASHA Special Interest Groups","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Medicine; Swallowing; Airway; Dysphagia; Vestibule; Epiglottis; Auscultation; Larynx; Surgery; Audiology; Radiology; Vestibular system","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":[0.0003486503,0.0001695433,0.0003365472,0.00009223793,0.0002917559,0.00001571966,0.0003028068,0.000121525,0.0009032398],"category_scores_gemma":[0.0005269215,0.0001360333,0.0001286761,0.0003691176,0.0001343847,0.0003749274,0.0002426264,0.0003173134,0.00004091756],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002885658,"about_ca_system_score_gemma":0.0001069472,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002200586,"about_ca_topic_score_gemma":0.0001809219,"domain_scores_codex":[0.9978696,0.0005040116,0.0007486119,0.0002707451,0.0003721155,0.0002349215],"domain_scores_gemma":[0.9984785,0.0001979905,0.0007656279,0.0002291334,0.0002579252,0.00007085547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.001625362,0.001703355,0.02986336,0.004138886,0.001380097,0.000009293522,0.2060445,0.04064471,0.1068897,0.5789005,0.02170889,0.007091413],"study_design_scores_gemma":[0.002859844,0.0007691922,0.4707225,0.001057336,0.0005924478,0.000001272664,0.05505303,0.4516722,0.003376947,0.01308831,0.0003312048,0.0004757447],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9805994,0.00005087317,0.0112978,0.004299946,0.0008922773,0.001058646,0.00003119597,0.00006555323,0.001704304],"genre_scores_gemma":[0.9958951,0.00000874313,0.002653977,0.0001363236,0.001142876,0.00002429814,0.00002786429,0.0000214566,0.00008934097],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5658122,"threshold_uncertainty_score":0.9889842,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06456287905658935,"score_gpt":0.3756735040007099,"score_spread":0.3111106249441206,"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."}}