{"id":"W2884898400","doi":"10.1055/s-0038-1633695","title":"Examining Skull Base Surgeon Practice Patterns for Patients with OSA Undergoing Skull Base Surgery","year":2018,"lang":"en","type":"article","venue":"Journal of Neurological Surgery Part B Skull Base","topic":"Head and Neck Surgical Oncology","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McMaster University","funders":"","keywords":"Medicine; Skull; Guideline; Surgery; Leak; Cerebrospinal fluid leak; Obstructive sleep apnea; Airway; Cerebrospinal fluid; General surgery; Anesthesia; 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":["metaresearch","metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.005401461,0.0007033175,0.002363271,0.000633324,0.0003683931,0.000094275,0.0002484301,0.0005143238,0.001368356],"category_scores_gemma":[0.0206625,0.0004788825,0.0009137017,0.0006683067,0.0003694859,0.0007450938,0.0001399666,0.001250943,0.00007666241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001379401,"about_ca_system_score_gemma":0.0008967703,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001886648,"about_ca_topic_score_gemma":0.00002283101,"domain_scores_codex":[0.9923273,0.001591095,0.002416678,0.0009356322,0.001269012,0.001460326],"domain_scores_gemma":[0.9547282,0.03961739,0.001913624,0.0006294458,0.001649781,0.001461531],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.02084337,0.004298719,0.9177856,0.0002480725,0.0002947499,0.01206352,0.0000536994,0.00002155005,0.0003051398,0.00001991652,0.03329967,0.01076593],"study_design_scores_gemma":[0.009165727,0.02571759,0.5770129,0.00132878,0.001234758,0.004910211,0.0001412404,0.0004220452,0.001330227,0.00007244363,0.3773077,0.001356379],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9870933,0.0001352382,0.0006204483,0.008743393,0.002229619,0.0006423648,0.00008312866,0.0001021806,0.0003503171],"genre_scores_gemma":[0.9810923,0.0003615391,0.001035469,0.01476066,0.002362519,0.00003924765,0.00009363335,0.0001114427,0.0001431999],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3440081,"threshold_uncertainty_score":0.9997663,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07126100978370051,"score_gpt":0.2969357800459074,"score_spread":0.2256747702622069,"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."}}