{"id":"W3068112580","doi":"10.1053/j.jvca.2020.08.029","title":"Oxygen Management During Cardiopulmonary Bypass: A Single-Center, 8-Year Retrospective Cohort Study","year":2020,"lang":"en","type":"article","venue":"Journal of Cardiothoracic and Vascular Anesthesia","topic":"Cardiac and Coronary Surgery Techniques","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":false,"ca_institutions":"Winnipeg Regional Health Authority; University of Manitoba","funders":"","keywords":"Medicine; Cardiopulmonary bypass; Retrospective cohort study; Cardiac surgery; Anesthesia; Single Center; Cohort; Deep hypothermic circulatory arrest; Fraction of inspired oxygen; Cohort study; Surgery; Internal medicine; Mechanical ventilation","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":[0.0006646154,0.0005015681,0.0007711712,0.0007501538,0.0009428212,0.001196879,0.0006184526,0.0008369209,0.001475467],"category_scores_gemma":[0.001500904,0.0008527808,0.001024458,0.001235005,0.0004712166,0.001411903,0.0006979453,0.0009526854,0.0003598694],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005262516,"about_ca_system_score_gemma":0.0006820562,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005692963,"about_ca_topic_score_gemma":0.0075179,"domain_scores_codex":[0.9991817,0.0001134873,0.00009169791,0.0003514849,0.0000912504,0.0001704156],"domain_scores_gemma":[0.9987695,0.000152938,0.0005189758,0.0001776936,0.0001577681,0.0002231577],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002021304,0.00008015432,0.9986181,0.000006306832,0.0001311494,0.0001841445,0.00009036822,0.0000197863,0.0002138011,0.00001575554,0.00007133684,0.0003668877],"study_design_scores_gemma":[0.00003530006,0.000273265,0.9975769,0.000009422936,0.0001326242,0.0007771087,0.0007162165,0.0002268586,0.00005256759,0.00002649488,0.0001607643,0.00001248421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994759,0.0001228589,0.00007653839,0.00001526581,0.000006535967,0.000008408538,0.0001672604,0.000002193751,0.0001250722],"genre_scores_gemma":[0.9993704,0.00009067249,0.0000794363,0.00002981038,0.000009907058,0.000009654958,0.0003219767,0.000003094578,0.00008514051],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.005692963,"threshold_uncertainty_score":0.01131964,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01172512289130057,"score_gpt":0.2427863429697096,"score_spread":0.231061220078409,"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."}}