{"id":"W2789575341","doi":"10.1097/aln.0000000000002179","title":"Comparison of Two Major Perioperative Bleeding Scores for Cardiac Surgery Trials","year":2018,"lang":"en","type":"article","venue":"Anesthesiology","topic":"Blood transfusion and management","field":"Medicine","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto; University Health Network; Toronto General Hospital; St. Michael's Hospital","funders":"Canadian Institutes of Health Research","keywords":"Medicine; Perioperative; Logistic regression; Cardiac surgery; Statistic; Coronary artery bypass surgery; Internal medicine; Cardiology; Surgery; Artery; Statistics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001151944,0.0001097932,0.00115149,0.0001220104,0.0000735384,0.000004656688,0.00005214724,0.00007551102,0.0001866525],"category_scores_gemma":[0.0003284182,0.00007959962,0.0002502107,0.00008738384,0.0001901402,0.00002376978,0.00001491216,0.00005430258,0.00002012679],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000009181579,"about_ca_system_score_gemma":0.00005756002,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008078625,"about_ca_topic_score_gemma":0.00001796856,"domain_scores_codex":[0.9988557,0.0001867723,0.0004776686,0.0002030318,0.00008335939,0.0001935166],"domain_scores_gemma":[0.9986586,0.0008337008,0.0001286405,0.000169062,0.0001521494,0.00005782116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.002995971,0.0005423879,0.7725127,0.0003888838,0.0008626379,0.00001825617,0.003550349,0.000001868482,0.1302886,0.0119298,0.03704835,0.03986021],"study_design_scores_gemma":[0.005433444,0.005688188,0.29884,0.0003087007,0.001818948,0.00003216839,0.002729826,0.0001766072,0.5161484,0.000485724,0.1679035,0.0004345007],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9963767,0.0005367588,0.0002516697,0.0007039387,0.0003695622,0.0008503969,0.000005525447,0.00003218275,0.0008732572],"genre_scores_gemma":[0.9971423,0.00007914374,0.001228641,0.0007060378,0.0004093425,0.00008315598,0.00002405107,0.00001407935,0.0003133013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4736727,"threshold_uncertainty_score":0.3245978,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1169154720632994,"score_gpt":0.4026287859364234,"score_spread":0.2857133138731239,"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."}}