{"id":"W4401723013","doi":"10.1002/lio2.70004","title":"Predictors of computed tomography imaging in patients presenting with sudden hearing loss","year":2024,"lang":"en","type":"article","venue":"Laryngoscope Investigative Otolaryngology","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Health Sciences Centre; University of Alberta Hospital; Alberta Hospital Edmonton; University of Alberta","funders":"","keywords":"Medicine; Confidence interval; Odds ratio; Neurotology; Emergency department; Radiology; Vertigo; Retrospective cohort study; Presentation (obstetrics); Surgery; Internal medicine","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002170626,0.0003218536,0.0004264537,0.0006099897,0.0001119704,0.00007238059,0.0003864428,0.00009999139,0.00003583562],"category_scores_gemma":[0.0003363839,0.000285265,0.00008653195,0.001466564,0.001389395,0.0006124899,0.0002155485,0.0004939201,0.00002398253],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004064517,"about_ca_system_score_gemma":0.000143368,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000115483,"about_ca_topic_score_gemma":0.00004826725,"domain_scores_codex":[0.9973145,0.0004375892,0.0004881644,0.0008105874,0.0003772686,0.0005719669],"domain_scores_gemma":[0.9990022,0.0003335888,0.0001539746,0.0002804171,0.00006998985,0.0001598476],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003488617,0.0001238622,0.9773248,0.0001599146,0.00002811239,0.0001935739,0.001012741,0.0005062565,0.01940724,0.0009287454,0.0002009107,0.00007895251],"study_design_scores_gemma":[0.001221033,0.0003261913,0.8742682,0.0005436371,0.00003975308,0.00003565862,0.00007360468,0.006423733,0.1147052,0.001223745,0.00067715,0.0004620678],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963409,0.0002315448,0.0002620506,0.0002783669,0.0005806274,0.0006031197,0.00003511205,0.0002077739,0.001460477],"genre_scores_gemma":[0.9988437,0.000007864206,0.000510021,0.0003972268,0.00007950459,0.00004490376,0.00002314711,0.00005927871,0.00003438035],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1030566,"threshold_uncertainty_score":0.9999599,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01371805466992652,"score_gpt":0.2376559902483181,"score_spread":0.2239379355783916,"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."}}