{"id":"W3033867536","doi":"10.1177/2473974x20932500","title":"Time to Laryngoscopy for Hoarseness in Canada: Are the American Academy of Otolaryngology Guidelines Feasible?","year":2020,"lang":"en","type":"article","venue":"OTO Open","topic":"Voice and Speech Disorders","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"","keywords":"Medicine; Laryngoscopy; Otorhinolaryngology; Guideline; Odds ratio; Referral; Intubation; Retrospective cohort study; General surgery; Emergency medicine; Surgery; Internal medicine; Family medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001711355,0.0001066524,0.000474008,0.00003693684,0.00003137864,0.000009044187,0.0004515763,0.0000318171,0.0002116033],"category_scores_gemma":[0.0004564449,0.0000763486,0.00004084004,0.0003855182,0.00003874494,0.000049015,0.0001625732,0.0001144893,0.00006339342],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000635172,"about_ca_system_score_gemma":0.0006452618,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.3924239,"about_ca_topic_score_gemma":0.3038437,"domain_scores_codex":[0.9990858,0.00003963259,0.0002892393,0.0002234786,0.000142,0.0002198486],"domain_scores_gemma":[0.9994302,0.00009329165,0.0001242355,0.0001485344,0.00007141767,0.0001322774],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.002742688,0.0001198731,0.3805232,0.000268969,0.0001821673,0.00007223184,0.000675087,0.00030668,0.02148069,0.0001385371,0.5838295,0.009660319],"study_design_scores_gemma":[0.003097887,0.000695366,0.4630232,0.0002563667,0.0001104416,0.00001918471,0.003935644,0.001705206,0.01116124,0.00005500958,0.5155897,0.0003508092],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7905619,0.00006842464,0.00002160837,0.2066537,0.00001484216,0.001776982,0.00004351663,0.000007168318,0.0008519355],"genre_scores_gemma":[0.8565951,0.00004221478,0.002586356,0.1389386,0.0001569851,0.000406729,0.00003500248,0.00004839803,0.001190617],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08858021,"threshold_uncertainty_score":0.7088593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08348167457426053,"score_gpt":0.3731365324335609,"score_spread":0.2896548578593003,"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."}}