{"id":"W2154833135","doi":"10.1002/lary.24633","title":"Minimally invasive functional approach for cholesteatoma surgery","year":2014,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Ear Surgery and Otitis Media","field":"Medicine","cited_by":32,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa","funders":"","keywords":"Mastoidectomy; Medicine; Cholesteatoma; Surgery; Tympanoplasty; Endoscopy; Otology; Retrospective cohort study","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":[],"consensus_categories":[],"category_scores_codex":[0.0008131015,0.0001328413,0.0003068106,0.00006478807,0.0001334128,0.00002031914,0.00008102722,0.00008046516,0.0001381657],"category_scores_gemma":[0.0007241113,0.00008686812,0.0001819789,0.0001382632,0.0001034174,0.00007047219,0.00003110639,0.0001529489,0.0001263872],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000174811,"about_ca_system_score_gemma":0.0001529849,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008053765,"about_ca_topic_score_gemma":0.000008458229,"domain_scores_codex":[0.9989991,0.0000864755,0.0002060297,0.0002231703,0.0002167234,0.0002685701],"domain_scores_gemma":[0.9982244,0.001197009,0.00006953229,0.0003017246,0.00008746447,0.0001199052],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.001970893,0.0008021036,0.4344159,0.0009830379,0.0004630424,0.00003599544,0.000637531,0.00003781179,0.01863813,0.004851899,0.5139815,0.02318209],"study_design_scores_gemma":[0.002531308,0.0004465471,0.819154,0.0003024674,0.0003405725,0.0003208312,0.0002223089,0.001147224,0.02133557,0.0006705991,0.1530328,0.0004957938],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9746096,0.0002916718,0.00225118,0.002338339,0.0006560949,0.0005460929,0.00001079753,0.0000961381,0.01920011],"genre_scores_gemma":[0.9868168,0.00004415608,0.001653164,0.004917152,0.001227133,0.0001366537,0.0001917751,0.00003816082,0.004974969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3847381,"threshold_uncertainty_score":0.3542379,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03237266193721137,"score_gpt":0.2417360308715842,"score_spread":0.2093633689343729,"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."}}