{"id":"W1131840578","doi":"10.1213/ane.0000000000000836","title":"Postoperative Hypoxemia Is Common and Persistent","year":2015,"lang":"en","type":"article","venue":"Anesthesia & Analgesia","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":356,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; Juravinski Hospital; McMaster University; Population Health Research Institute","funders":"National Center for Advancing Translational Sciences","keywords":"Medicine; Hypoxemia; Pulse oximetry; Anesthesia; Oxygen saturation; Population; Surgery; Oxygen","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":[0.000495467,0.0002775881,0.0003128499,0.0003037974,0.0003804588,0.0005290978,0.000309246,0.0003548498,0.001686417],"category_scores_gemma":[0.002936328,0.0001038502,0.0001354205,0.0005081781,0.0004693967,0.0003377192,0.0004503416,0.0002756917,0.0002381218],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002915159,"about_ca_system_score_gemma":0.0004056559,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001145152,"about_ca_topic_score_gemma":0.001201008,"domain_scores_codex":[0.9993648,0.0001081377,0.0001026423,0.0001238651,0.0001849354,0.0001156717],"domain_scores_gemma":[0.9971053,0.0004652297,0.001800192,0.0001143385,0.0002646657,0.0002502179],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000181255,0.0000559698,0.9668199,0.0001457259,0.00004711355,0.002582127,0.0001620113,0.00006807085,0.00241929,0.00007306587,0.001082289,0.0263632],"study_design_scores_gemma":[0.000009203172,0.0004030862,0.9858027,0.0001037802,0.00004808121,0.0106555,0.0003772619,0.0001628396,0.0004586182,0.0001265678,0.001844968,0.000007368459],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9881402,0.00712264,0.0009395834,0.000483246,0.00007121175,0.00002370839,0.0002174311,0.00005008366,0.002951786],"genre_scores_gemma":[0.9982637,0.001135628,0.0001532801,0.0001046026,0.00008348722,0.000006105886,0.0001153446,0.000002368416,0.000135559],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001686417,"threshold_uncertainty_score":0.005641639,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09023448116316811,"score_gpt":0.3235047728607976,"score_spread":0.2332702916976295,"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."}}