{"id":"W4281660638","doi":"10.1002/lary.30222","title":"Temporal Sequence of Laryngeal Vestibule Closure and Reopening is Associated With Airway Protection","year":2022,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"North York General Hospital; Artificial Intelligence in Medicine (Canada); University of Toronto","funders":"Eunice Kennedy Shriver National Institute of Child Health and Human Development","keywords":"Airway; Medicine; Swallowing; Kinematics; Dysphagia; Vestibule; Larynx; Physical medicine and rehabilitation; Anesthesia; Surgery; Audiology; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008974368,0.0003216981,0.000319612,0.0005382341,0.0001388794,0.0005910015,0.0002848021,0.0003415921,0.002325558],"category_scores_gemma":[0.009140499,0.0001726091,0.0006970253,0.0004493724,0.0002201749,0.0004004838,0.000482415,0.0004174109,0.0003206377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002191464,"about_ca_system_score_gemma":0.0005914665,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001817845,"about_ca_topic_score_gemma":0.00163599,"domain_scores_codex":[0.9995829,0.0001191587,0.0000646879,0.0001101338,0.00006976868,0.0000532663],"domain_scores_gemma":[0.9945575,0.002495984,0.002161032,0.0002464414,0.0002531544,0.0002859106],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003410287,0.00003873295,0.9891544,0.00003709771,0.000101109,0.0001817202,0.00005252987,0.001352081,0.001426779,0.00006530096,0.0001040667,0.007145126],"study_design_scores_gemma":[0.00001064081,0.0003699203,0.9808463,0.00002384622,0.00009995879,0.0007519243,0.0001472344,0.0165493,0.0006446742,0.0002182023,0.0003251971,0.00001283818],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9949355,0.0004662534,0.003730294,0.00009547234,0.00001241958,0.00001307219,0.0003005966,0.00002787741,0.0004185406],"genre_scores_gemma":[0.998814,0.0001112825,0.0007451196,0.000006893958,0.000006935839,0.000007932581,0.0002269902,0.000004157273,0.00007678304],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002325558,"threshold_uncertainty_score":0.007779777,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05919964170313858,"score_gpt":0.3509669548732611,"score_spread":0.2917673131701225,"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."}}