{"id":"W2152629419","doi":"10.1016/j.amjoto.2015.02.016","title":"Hearing preservation in vestibular schwannoma management","year":2015,"lang":"en","type":"article","venue":"American Journal of Otolaryngology","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":23,"is_retracted":false,"has_abstract":false,"ca_institutions":"Dalhousie University","funders":"Dalhousie Medical Research Foundation","keywords":"Medicine; Audiology; Schwannoma; Acoustic neuroma; Hearing loss; Vestibular system; Retrospective cohort study; Neuroma; Radiation therapy; Otorhinolaryngology; Audiometry; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007830737,0.0001111328,0.0004313774,0.000524211,0.00001882778,0.00001319469,0.0001558193,0.00003075288,0.00001942545],"category_scores_gemma":[0.0001049765,0.00009824389,0.00005363989,0.0004632323,0.0001135517,0.0001997488,0.00008285535,0.0002385319,0.00002215659],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001278169,"about_ca_system_score_gemma":0.0001040194,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001081235,"about_ca_topic_score_gemma":0.00000242726,"domain_scores_codex":[0.9986734,0.0001238873,0.0005129733,0.0001466532,0.0003096283,0.0002334232],"domain_scores_gemma":[0.9990788,0.00002822194,0.0003203346,0.0002141331,0.0001457668,0.0002127238],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001768357,0.000435695,0.9427776,0.0001072151,0.000406814,0.02459279,0.001177674,0.0006780989,0.001185445,0.003884855,0.002512603,0.02047279],"study_design_scores_gemma":[0.004077683,0.00616968,0.9664081,0.0002141836,0.0001212253,0.005631023,0.00145093,0.001020911,0.0001411221,0.0008468823,0.0137255,0.000192746],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.987832,0.0002173082,0.001957446,0.001791669,0.0001479321,0.0002048838,1.718337e-7,0.00001244729,0.00783613],"genre_scores_gemma":[0.9845793,0.000007233447,0.01481385,0.0002689336,0.00009597292,0.00000646526,0.000002524892,0.00001427996,0.00021142],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02363046,"threshold_uncertainty_score":0.400627,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03642620377665846,"score_gpt":0.2929134255166299,"score_spread":0.2564872217399715,"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."}}