{"id":"W3158430184","doi":"10.1213/ane.0000000000005545","title":"Predictive Performance of Oximetry to Detect Sleep Apnea in Patients Taking Opioids","year":2021,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Obstructive Sleep Apnea Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Toronto Rehabilitation Institute; Women's College Hospital; University of Toronto; University Health Network","funders":"","keywords":"Medicine; Polysomnography; Anesthesia; Apnea; Sleep apnea; Apnea–hypopnea index; Confidence interval; Body mass index; Obstructive sleep apnea; Prospective cohort study; Pulse oximetry; 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":[0.00165479,0.0005180143,0.0004005198,0.001104503,0.0002277111,0.0005215707,0.0003244662,0.0004254496,0.0009367458],"category_scores_gemma":[0.007755474,0.0002341921,0.0004400566,0.0005120409,0.0002651325,0.0003384462,0.000385347,0.0005998902,0.0002190852],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001784827,"about_ca_system_score_gemma":0.0002337357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008893734,"about_ca_topic_score_gemma":0.00108011,"domain_scores_codex":[0.9993456,0.0002031766,0.0001007925,0.0001006087,0.0001857631,0.00006409708],"domain_scores_gemma":[0.9943919,0.003094388,0.001373373,0.000188378,0.0004907898,0.0004612826],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002018876,0.00003101819,0.9973741,0.000005814832,0.00003494626,0.0000230658,0.00001538982,0.000158245,0.00021653,0.000006249682,0.00004274211,0.001890202],"study_design_scores_gemma":[0.00002189763,0.000446267,0.9953004,0.00001040845,0.00007221302,0.0002210353,0.0000565911,0.003393878,0.000306536,0.00004154358,0.000123679,0.000005549925],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9985591,0.0004000293,0.0003273546,0.00004342792,0.00002245287,0.00001497928,0.0001389085,0.00001171229,0.0004819447],"genre_scores_gemma":[0.9995224,0.00007632342,0.0001887564,0.00001216718,0.00001671783,0.000007491586,0.0001360481,0.0000014434,0.00003865733],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00165479,"threshold_uncertainty_score":0.008751452,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01133897924361076,"score_gpt":0.2640120050022554,"score_spread":0.2526730257586446,"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."}}