{"id":"W4236782645","doi":"10.1097/01.sa.0000475678.77681.4e","title":"Postoperative Hypoxemia Is Common and Persistent","year":2016,"lang":"en","type":"article","venue":"Survey of Anesthesiology","topic":"Respiratory Support and Mechanisms","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Hamilton Health Sciences; McMaster University; Population Health Research Institute; Juravinski Hospital","funders":"","keywords":"Medicine; Hypoxemia; Anesthesia","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":[0.0004319498,0.00009468823,0.0003421726,0.00007315384,0.00002821557,0.000001539075,0.00004839587,0.0001121395,0.0001559257],"category_scores_gemma":[0.0001203939,0.00005426065,0.00005402419,0.0000601133,0.0001911929,0.0000274467,0.00002263417,0.00004618221,0.00002515377],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001547113,"about_ca_system_score_gemma":0.0001093687,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001636166,"about_ca_topic_score_gemma":0.00003203198,"domain_scores_codex":[0.9992335,0.0001789021,0.0001807752,0.0001826486,0.00007522356,0.0001489041],"domain_scores_gemma":[0.9993554,0.0001789703,0.00006043543,0.0001882666,0.0001225079,0.0000944382],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004721673,0.00004470655,0.9087273,0.00001742649,0.00004392453,0.00004064587,0.0002072661,2.265565e-8,0.06735135,0.0001792352,0.0008574849,0.02205848],"study_design_scores_gemma":[0.0007926063,0.002636895,0.9562744,0.0000302013,0.00001955704,0.0001549954,0.00006080758,0.000001233502,0.03054998,0.00009288383,0.009308035,0.0000783974],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.997414,0.0002393589,0.00001034422,0.001760513,0.00003662462,0.0001274608,0.00001253573,0.00001216329,0.0003870314],"genre_scores_gemma":[0.9966085,0.00007313833,0.0001044289,0.002071024,0.00001677826,0.000003397654,0.00001134321,0.000009343284,0.001102042],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04754711,"threshold_uncertainty_score":0.2212685,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04519955582407663,"score_gpt":0.287514231754009,"score_spread":0.2423146759299323,"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."}}