{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001215767,0.0001856227,0.0003458924,0.00007302369,0.00007430085,0.00003510698,0.00005236434,0.00008173771,0.00009025026],"category_scores_gemma":[0.00001388851,0.0001396912,0.000126689,0.0001230434,0.00007795852,0.00006668502,0.00001589053,0.00009399106,0.0001321997],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009806429,"about_ca_system_score_gemma":0.0000742265,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002484563,"about_ca_topic_score_gemma":0.00001198197,"domain_scores_codex":[0.9990358,0.00004473112,0.0001719575,0.0002849004,0.0002529336,0.0002097253],"domain_scores_gemma":[0.9991938,0.000039447,0.00004647758,0.0002703998,0.000107689,0.0003422038],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002771568,0.000746374,0.9124388,0.00002964435,0.0004708752,0.002047137,0.004747506,0.000003460952,0.0001783948,0.00175264,0.06851341,0.008794672],"study_design_scores_gemma":[0.003943809,0.003355579,0.905082,0.0001539659,0.0008905791,0.004549117,0.003451617,0.0004167963,0.004362209,0.0002277777,0.07314236,0.0004241169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9609907,0.003535228,0.000001176999,0.03279787,0.00001377749,0.0002527318,0.000001002345,0.00004274278,0.002364811],"genre_scores_gemma":[0.9883363,0.0002093315,0.0003140873,0.01028474,0.00004836132,0.00002774685,0.00002060235,0.00002097316,0.0007378615],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02734564,"threshold_uncertainty_score":0.5696441,"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."}}