{"id":"W4391688631","doi":"10.1002/lary.31298","title":"Improved Recovery after Vestibular Schwannoma Excision with Intratympanic Gentamicin Prehabilitation","year":2024,"lang":"en","type":"article","venue":"The Laryngoscope","topic":"Meningioma and schwannoma management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval; Hôpital de l'Enfant-Jésus","funders":"National Institute for Health and Care Research; NIHR Biomedical Research Centre, Royal Marsden NHS Foundation Trust/Institute of Cancer Research","keywords":"Medicine; Vertigo; Vestibular system; Schwannoma; Surgery; Anesthesia; Audiology","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":[0.0005032441,0.0002067763,0.0002289147,0.0001382839,0.00009080688,0.000136444,0.000126731,0.00006717109,0.0003014122],"category_scores_gemma":[0.00004584615,0.0001180076,0.00006788862,0.0004005598,0.00009154349,0.0002472575,0.00008166421,0.0002507832,0.000262639],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001073357,"about_ca_system_score_gemma":0.0001030732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004440501,"about_ca_topic_score_gemma":0.000007683457,"domain_scores_codex":[0.9986426,0.00009272429,0.0002749938,0.0004040381,0.0002939905,0.0002916205],"domain_scores_gemma":[0.9991682,0.0001114719,0.00003948063,0.0005294027,0.00005515407,0.00009628128],"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":[0.03050898,0.00156061,0.01075742,0.008322222,0.00434437,0.01686325,0.01536414,0.0005158073,0.6421089,0.01034338,0.04602301,0.2132879],"study_design_scores_gemma":[0.01382542,0.06064482,0.4713504,0.01446258,0.006804765,0.006431109,0.003955999,0.136277,0.04998641,0.0112072,0.2209117,0.004142695],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9877098,0.002969901,0.002969099,0.002892612,0.000279831,0.001060049,0.000006647403,0.0001981296,0.001913981],"genre_scores_gemma":[0.9938074,0.0000189618,0.002100228,0.0003227481,0.0002290253,0.0001402813,0.00003645515,0.00004875416,0.003296096],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5921225,"threshold_uncertainty_score":0.4812212,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006936312933318857,"score_gpt":0.239036266297198,"score_spread":0.2320999533638791,"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."}}