{"id":"W3173789173","doi":"10.1097/mao.0000000000003206","title":"Quality Indicators for the Diagnosis and Management of Menière's Disease","year":2021,"lang":"en","type":"article","venue":"Otology & Neurotology","topic":"Vestibular and auditory disorders","field":"Neuroscience","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Ottawa; University of Saskatchewan; University of British Columbia; University of Calgary; Western University; McMaster University; Dalhousie University; University of Toronto","funders":"","keywords":"Medicine; Quality management; Quality (philosophy); Health care; Electrocochleography; Documentation; Meniere's disease; Medical emergency; Operations management; Disease; Hearing loss; Management 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":[0.1088203,0.001262515,0.001909844,0.01327615,0.001726048,0.00315487,0.001815044,0.001016241,0.002707822],"category_scores_gemma":[0.1986169,0.0003593058,0.003628742,0.01106092,0.001081353,0.002790984,0.00309118,0.002311529,0.0005355143],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.008991167,"about_ca_system_score_gemma":0.0192796,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0066429,"about_ca_topic_score_gemma":0.01020079,"domain_scores_codex":[0.9144456,0.0416301,0.02207027,0.002246378,0.01812333,0.001484447],"domain_scores_gemma":[0.7993689,0.06766661,0.05274761,0.005383476,0.07063959,0.004193842],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000914908,0.0006006491,0.2767194,0.02404233,0.001734072,0.0001687357,0.002955777,0.005368697,0.001311782,0.01639838,0.06756993,0.6022153],"study_design_scores_gemma":[0.001225303,0.003266843,0.6215997,0.05249191,0.003932077,0.0006908244,0.007652893,0.02810924,0.00462692,0.02567321,0.2502281,0.0005029407],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.1786302,0.2010823,0.3360569,0.09875949,0.007576955,0.04339616,0.03942012,0.00214754,0.09293023],"genre_scores_gemma":[0.5227777,0.0225394,0.4181262,0.003485472,0.0008036732,0.01836368,0.01240414,0.0001246666,0.001375109],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.1088203,"threshold_uncertainty_score":0.5755037,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04718836333090395,"score_gpt":0.3341407146537767,"score_spread":0.2869523513228728,"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."}}