{"id":"W2126719745","doi":"10.1213/ane.0b013e31817bd36f","title":"Patients with Difficult Intubation May Need Referral to Sleep Clinics","year":2008,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University Health Network","funders":"","keywords":"Medicine; Polysomnography; Obstructive sleep apnea; Intubation; Tertiary referral hospital; Body mass index; Referral; Perioperative; Continuous positive airway pressure; Airway; Anesthesia; Apnea–hypopnea index; Tracheal intubation; Apnea; Physical therapy; Internal medicine; Retrospective cohort study","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":[0.0001672931,0.0002573114,0.0004031181,0.0002885998,0.0001781387,0.0000222315,0.0001871047,0.0001241575,0.0001511732],"category_scores_gemma":[0.000132908,0.0001959625,0.00009031958,0.0009130444,0.0001463307,0.0001531149,0.00003419526,0.0003170666,0.0004123294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001702209,"about_ca_system_score_gemma":0.00006434679,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000574312,"about_ca_topic_score_gemma":0.00001104427,"domain_scores_codex":[0.9976826,0.00009895835,0.000359058,0.0004760299,0.0008973301,0.0004859787],"domain_scores_gemma":[0.99821,0.00006764322,0.0001016362,0.0005340461,0.000675878,0.0004107645],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001222525,0.0004890213,0.9761155,0.00002961632,0.0001117108,0.0004613966,0.0005224022,0.00002731348,0.0002056059,0.0002391076,0.001209414,0.01936639],"study_design_scores_gemma":[0.002184921,0.002179626,0.9906542,0.00003192782,0.00007662652,0.0002155185,0.0001196722,0.0002691259,0.0004628336,0.00000987192,0.003554801,0.0002408699],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9953227,0.00001671309,0.0002048637,0.002757477,0.00002744309,0.0007779602,0.000001775465,0.0001040868,0.0007869889],"genre_scores_gemma":[0.996316,0.00001111032,0.001756965,0.0008909644,0.0001355716,0.0000418596,0.0001315191,0.00005941976,0.0006566412],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01912551,"threshold_uncertainty_score":0.7991118,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02147708481265273,"score_gpt":0.2818970318206802,"score_spread":0.2604199470080275,"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."}}