{"id":"W2911775119","doi":"10.1007/s12630-019-01318-7","title":"Routine preoperative obstructive sleep apnea screening of elective surgical patients: a single-centre three-month experience","year":2019,"lang":"en","type":"letter","venue":"Canadian Journal of Anesthesia/Journal canadien d anesthésie","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of British Columbia Hospital; Western University; Vancouver General Hospital; University of British Columbia","funders":"","keywords":"Medicine; Obstructive sleep apnea; Preoperative care; Apnea; General surgery; Elective surgery; Pediatrics; Surgery; Anesthesia","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":[0.0006452079,0.0004018139,0.0004507646,0.0003104974,0.001263808,0.0008690523,0.0005748757,0.001977955,0.00146202],"category_scores_gemma":[0.003869428,0.0004880713,0.0004550562,0.0004905096,0.0006081182,0.0006345417,0.0006896227,0.001347768,0.0004878673],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001278605,"about_ca_system_score_gemma":0.001080547,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01204705,"about_ca_topic_score_gemma":0.0174382,"domain_scores_codex":[0.9992892,0.0001709824,0.00009691169,0.00009067773,0.0001347949,0.0002173121],"domain_scores_gemma":[0.9967229,0.0006906049,0.0003896813,0.0001164983,0.0004558142,0.00162451],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001090591,0.002523367,0.7364197,0.0001080792,0.00008437779,0.202016,0.007363605,0.0002616665,0.005299018,0.0001103953,0.006860654,0.03786267],"study_design_scores_gemma":[0.0001868166,0.004117598,0.8476764,0.00008063121,0.00005726176,0.1323649,0.009864837,0.0006255,0.0005601147,0.0001191661,0.004257059,0.00008978212],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9926186,0.0005589097,0.0003041331,0.003691806,0.0001424974,0.0000521342,0.0001042303,0.00002222452,0.002505474],"genre_scores_gemma":[0.9954839,0.0005241687,0.0004148347,0.002196804,0.0001776397,0.00001813797,0.00009380751,0.00001963719,0.001071173],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01204705,"threshold_uncertainty_score":0.02395386,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666662293856805,"score_gpt":0.239174749303313,"score_spread":0.222508126364745,"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."}}