{"id":"W3196339375","doi":"10.21203/rs.3.rs-821044/v1","title":"Post-traumatic Peripheral Vestibular Disorders (Excluding Positional Vertigo): Institutional Experience from University Health Network’s Workplace Safety and Insurance Board Head-Injury Program","year":2021,"lang":"en","type":"preprint","venue":"Research Square","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network","funders":"","keywords":"Benign paroxysmal positional vertigo; Medicine; Vertigo; Neurotology; Endolymphatic hydrops; Vestibular system; Audiology; Head trauma; Population; Semicircular canal; Meniere's disease; Surgery; Otorhinolaryngology","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":[0.0003734533,0.0001778294,0.000191907,0.0008422976,0.0007225444,0.0005097893,0.0004182447,0.0001854769,0.002524112],"category_scores_gemma":[0.001664435,0.0001417922,0.0001498384,0.001162187,0.0002975162,0.0004324072,0.000678101,0.0002304531,0.0002811977],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005776312,"about_ca_system_score_gemma":0.0007469456,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.012035,"about_ca_topic_score_gemma":0.02087593,"domain_scores_codex":[0.9994742,0.0001070881,0.00006666929,0.00006736915,0.0001333888,0.0001511638],"domain_scores_gemma":[0.9988396,0.0001460854,0.0005657451,0.00005772096,0.00015114,0.0002398981],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000273649,0.00006212836,0.994117,0.00002620149,0.00001311245,0.0009987403,0.0004903398,0.00001264336,0.0001224945,0.00001155816,0.0002613891,0.003856912],"study_design_scores_gemma":[0.000002152339,0.00009516851,0.9946164,0.00002850183,0.00001067474,0.002538647,0.002248441,0.00003621323,0.00008403928,0.00001056982,0.0003259343,0.0000032098],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986764,0.0002941547,0.00003339912,0.00005460585,0.000004309139,0.00001120729,0.0002163292,0.000002048461,0.0007074779],"genre_scores_gemma":[0.99934,0.0002919445,0.00002231879,0.00003258664,0.000009128744,0.000004457977,0.0001819287,6.616637e-7,0.0001169948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.012035,"threshold_uncertainty_score":0.02392989,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04578889737725322,"score_gpt":0.3617640432698681,"score_spread":0.3159751458926149,"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."}}