{"id":"W4389258343","doi":"10.3171/2023.9.jns23627","title":"Predictive value of intraoperative vagus nerve corticobulbar motor evoked potentials to assess the risk of dysphagia in fourth ventricle surgery","year":2023,"lang":"en","type":"article","venue":"Journal of neurosurgery","topic":"Dysphagia Assessment and Management","field":"Health Professions","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Hospital Foundation","funders":"","keywords":"Medicine; Swallowing; Dysphagia; Anesthesia; Vagus nerve; Surgery; Internal medicine","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":[0.005590977,0.0002224205,0.000970796,0.001067461,0.0002077362,0.00001853091,0.0003564082,0.0001124126,0.0001185269],"category_scores_gemma":[0.00325593,0.0001556356,0.0003764032,0.001819118,0.00008164992,0.0003222055,0.0002511225,0.000777583,0.00002434581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001282152,"about_ca_system_score_gemma":0.0005861702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009724549,"about_ca_topic_score_gemma":0.00001990057,"domain_scores_codex":[0.9935788,0.002383871,0.002341764,0.0002373487,0.0008949636,0.0005632708],"domain_scores_gemma":[0.9903663,0.006099978,0.002371671,0.0003624449,0.0006101163,0.000189472],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002249245,0.0005521009,0.9254889,0.0003488521,0.0006954346,0.0006336069,0.002385509,0.01161793,0.01185089,0.0003580637,0.04241326,0.001406204],"study_design_scores_gemma":[0.0007543179,0.0006097934,0.9909098,0.0004651646,0.0002416749,0.000006881554,0.002040365,0.002025692,0.001790742,0.0003324309,0.0006833081,0.0001398915],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931498,0.0001223955,0.000815023,0.001326221,0.003340192,0.0009494743,0.00007338526,0.00002514457,0.0001984356],"genre_scores_gemma":[0.9980986,0.000700087,0.000106943,0.0003177526,0.000240229,0.00005243998,0.000004152438,0.00003787111,0.0004419004],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06542084,"threshold_uncertainty_score":0.6346635,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0642989775792161,"score_gpt":0.3720951707465484,"score_spread":0.3077961931673323,"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."}}