{"id":"W2784010262","doi":"10.1097/aln.0000000000001990","title":"Avoidance of Hyperoxemia during Cardiopulmonary Bypass: Why Does Pathophysiology Not Always Translate into Clinical Outcome?","year":2018,"lang":"en","type":"letter","venue":"Anesthesiology","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba; Research Manitoba","funders":"","keywords":"Cardiopulmonary bypass; Medicine; Acute kidney injury; Ischemia; Reperfusion injury; Hypoxic pulmonary vasoconstriction; Vasoconstriction; Perfusion; Pathophysiology; Intensive care; Anesthesia; Intensive care medicine; Cardiology; 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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":[],"category_scores_codex":[0.0005521033,0.0005394923,0.002470274,0.0002591934,0.0001212391,0.000006093508,0.0003252217,0.002632377,0.00006193684],"category_scores_gemma":[0.0002472931,0.0003701083,0.001177685,0.0001528644,0.001119712,0.00005699312,0.00008130432,0.001987367,0.0001249325],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005721543,"about_ca_system_score_gemma":0.0001484211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001446956,"about_ca_topic_score_gemma":0.00001508733,"domain_scores_codex":[0.9957513,0.0008608281,0.001457858,0.0009860088,0.0003250014,0.0006190343],"domain_scores_gemma":[0.997332,0.0007497101,0.0005576986,0.0009939002,0.0002451258,0.0001215916],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003297021,0.0001809746,0.5942323,0.003461979,0.001189824,0.008566805,0.0009021576,0.000007654071,0.03459452,0.00001048236,0.3478555,0.005700864],"study_design_scores_gemma":[0.001743036,0.0008118252,0.5904426,0.0003270627,0.000772814,0.0002333583,0.00006066395,0.000008170339,0.001168429,0.0008528022,0.4029777,0.0006015825],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.911416,0.000755488,0.00001069437,0.08356383,0.003394285,0.0005318645,0.00002903892,0.00009648945,0.0002023315],"genre_scores_gemma":[0.6392096,0.001501906,0.0008112373,0.3393174,0.01765378,0.00009923329,0.0006144152,0.0001696215,0.0006227556],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2722064,"threshold_uncertainty_score":0.9998751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02312047550737654,"score_gpt":0.3149386258748232,"score_spread":0.2918181503674466,"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."}}