{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00088326,0.0001414455,0.0002409815,0.001979013,0.0006892262,0.0007213579,0.0004877237,0.0004915267,0.003903138],"category_scores_gemma":[0.007065213,0.0001972672,0.0003878329,0.001875521,0.0003109613,0.001051719,0.0007395511,0.0005750728,0.0003443547],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009450993,"about_ca_system_score_gemma":0.00145449,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009126642,"about_ca_topic_score_gemma":0.01770833,"domain_scores_codex":[0.9990416,0.0001525917,0.0002365048,0.0001505162,0.0002313408,0.0001874246],"domain_scores_gemma":[0.9947426,0.001021312,0.002839296,0.00007386174,0.0006870553,0.0006357356],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001761946,0.00002532617,0.9959089,0.0000325591,0.00001440465,0.0001455376,0.0004086092,0.00003118876,0.00003729426,0.00003994136,0.0004142487,0.002924454],"study_design_scores_gemma":[0.000007257572,0.00012291,0.9878694,0.0001727929,0.0000320045,0.0025199,0.007358138,0.000461176,0.00007353644,0.000140063,0.001225273,0.00001747408],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959489,0.0007484369,0.0001325885,0.0006449475,0.0000200605,0.00005088497,0.0006503112,0.000006096906,0.001797777],"genre_scores_gemma":[0.9977694,0.0008319673,0.0004513251,0.0001815871,0.00001892988,0.00006634226,0.0004760615,0.000004737984,0.0001997237],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009126642,"threshold_uncertainty_score":0.01814699,"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."}}