{"id":"W2898842225","doi":"10.1016/j.anclin.2018.07.004","title":"Preoperative Evaluation","year":2018,"lang":"en","type":"review","venue":"Anesthesiology Clinics","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Toronto Western Hospital; London Health Sciences Centre; University of Toronto; University Health Network; Victoria Hospital; Western University","funders":"University Health Network Foundation; Ontario Ministry of Health and Long-Term Care; Medtronic; Anesthesia Patient Safety Foundation","keywords":"Medicine; American society of anesthesiologists; Surgery","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.002313073,0.0004042184,0.002217835,0.0002637341,0.00009711843,0.00001355429,0.0002843325,0.001107874,0.0009191022],"category_scores_gemma":[0.002683571,0.0002832471,0.0005801542,0.0003358611,0.0005515942,0.00004542336,0.0001102913,0.0009079856,0.004700514],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002421118,"about_ca_system_score_gemma":0.0009485692,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002018493,"about_ca_topic_score_gemma":0.000001985684,"domain_scores_codex":[0.99595,0.001490459,0.0008993488,0.0007835548,0.0004644307,0.0004122317],"domain_scores_gemma":[0.9965964,0.001152969,0.0003892512,0.0008974998,0.0007962015,0.0001676747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000349853,0.0001012704,0.0005172041,0.002658133,0.0003579678,0.00006440626,0.00003771841,3.535293e-8,5.445774e-8,0.00005686098,0.0006952048,0.9954762],"study_design_scores_gemma":[0.0004965527,0.001404073,0.0004590533,0.002026907,0.002789952,0.0004747695,0.00001538744,0.00007232578,6.961797e-7,0.0001206539,0.9919043,0.0002353867],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0006461569,0.9941384,0.000005052492,0.00004540048,0.0003651493,0.002743946,0.00001277185,0.00005521343,0.001987953],"genre_scores_gemma":[0.00002486053,0.9965609,0.000544659,0.0002122732,0.000877006,0.0003687856,0.0005581969,0.00008161103,0.0007716649],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9952407,"threshold_uncertainty_score":0.9999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1824817302609895,"score_gpt":0.4882553695873139,"score_spread":0.3057736393263244,"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."}}