{"id":"W4323652598","doi":"10.1148/rg.220102","title":"Cochlear Implantation: Systematic Approach to Preoperative Radiologic Evaluation","year":2023,"lang":"en","type":"article","venue":"Radiographics","topic":"Hearing Loss and Rehabilitation","field":"Neuroscience","cited_by":19,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ottawa Hospital; University of Toronto; Hospital for Sick Children; University of Ottawa","funders":"","keywords":"Medicine; Sensorineural hearing loss; Cochlear implantation; Cochlear implant; Inner ear; Temporal bone; Audiology; Hearing loss; Cochlear nerve; Cochlea; Rehabilitation; Radiology; Surgery; Physical therapy","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":[0.003344838,0.001685552,0.001514895,0.01135514,0.001336332,0.002301479,0.001165231,0.001505406,0.005882744],"category_scores_gemma":[0.009503207,0.0007177031,0.0008093991,0.002659057,0.001203208,0.003131061,0.002187768,0.002635735,0.004348224],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001308572,"about_ca_system_score_gemma":0.004965168,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002459377,"about_ca_topic_score_gemma":0.005482976,"domain_scores_codex":[0.9984322,0.0004171973,0.0004771682,0.0001538925,0.000402057,0.0001174446],"domain_scores_gemma":[0.9956446,0.001093829,0.0003538783,0.0002531352,0.002251874,0.0004026599],"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":[0.0002461795,0.0002411301,0.02902381,0.003935095,0.0001370591,0.03211937,0.001155774,0.002018309,0.0103117,0.004969765,0.08811325,0.8277285],"study_design_scores_gemma":[0.0001543205,0.000468222,0.06017985,0.02166994,0.0003302097,0.3957289,0.005218554,0.005624163,0.005936803,0.02591708,0.4783486,0.0004233835],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"methods","genre_scores_codex":[0.05116779,0.4085481,0.3206649,0.04140051,0.008166301,0.007281502,0.002237399,0.00524539,0.1552882],"genre_scores_gemma":[0.2087045,0.3737429,0.3678809,0.01168103,0.01565009,0.004410496,0.002646319,0.00131564,0.01396806],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01135514,"threshold_uncertainty_score":0.01967973,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08821727593192392,"score_gpt":0.3329760986120775,"score_spread":0.2447588226801536,"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."}}