{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001646621,0.0001309828,0.0002250574,0.0004994207,0.0002714977,0.00008654155,0.0001817109,0.00008528829,0.000006827402],"category_scores_gemma":[0.001755323,0.0001015974,0.00009556612,0.002460384,0.00008153696,0.0001377361,0.0000287302,0.0001246454,0.0001723506],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004999127,"about_ca_system_score_gemma":0.00005058359,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007376986,"about_ca_topic_score_gemma":6.157094e-7,"domain_scores_codex":[0.9976983,0.0007583403,0.0003020398,0.000426931,0.0005500553,0.0002643268],"domain_scores_gemma":[0.9987674,0.0006656806,0.00006885411,0.0002849235,0.0001075479,0.0001055594],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001961012,0.0008778937,0.0209539,0.02555215,0.0001906076,0.00004804147,0.06691243,0.1255182,0.5407852,0.2041002,0.01022235,0.004642964],"study_design_scores_gemma":[0.002187018,0.00124711,0.5593694,0.001841964,0.0003178878,0.0002865653,0.005225336,0.4092573,0.008975508,0.009674358,0.0002478129,0.001369745],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917644,0.00006154001,0.001924093,0.0003256172,0.0003539527,0.002323787,0.00001263359,0.0003178636,0.002916074],"genre_scores_gemma":[0.998166,0.00005949476,0.000730952,0.0002967146,0.00006598131,0.0005273162,0.00002071818,0.00001624369,0.0001165471],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5384154,"threshold_uncertainty_score":0.4143023,"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."}}