{"id":"W2057049794","doi":"10.1111/j.1537-2995.2007.01432.x","title":"Variability and predictability of large‐volume red blood cell transfusion in cardiac surgery: a multicenter study","year":2007,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":95,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Institutes of Health Research; University Health Network","funders":"","keywords":"Medicine; Odds ratio; Blood transfusion; Cardiac surgery; Logistic regression; Blood volume; Red blood cell; Surgery; Internal medicine; Cardiology; Anesthesia","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.005460055,0.0002839123,0.0009016083,0.0003211288,0.00008177311,0.000008434921,0.00008655444,0.0001901567,0.0002963921],"category_scores_gemma":[0.0000689222,0.0002536327,0.0002670466,0.0005321722,0.00009004056,0.0001064964,0.00003762006,0.0003589799,0.000002352826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000443158,"about_ca_system_score_gemma":0.00005613163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001059563,"about_ca_topic_score_gemma":0.001219178,"domain_scores_codex":[0.9968968,0.0003840708,0.0009634324,0.0007080325,0.0005689723,0.000478711],"domain_scores_gemma":[0.9987013,0.0002896186,0.00007257114,0.0005806203,0.0001137666,0.000242097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002135963,0.01042094,0.943926,0.0007918173,0.00008087344,0.00005252448,0.005308199,0.000001156839,0.03319421,0.00000798249,0.00004300312,0.004037332],"study_design_scores_gemma":[0.008282291,0.0007578959,0.9747296,0.0001452769,0.0006627287,0.000002627045,0.001836134,0.0001006398,0.01269767,0.00001498666,0.0005617408,0.0002084072],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9924042,0.0001248751,0.001420098,0.0003829336,0.0002553264,0.003795607,0.00003705501,0.0000911531,0.001488738],"genre_scores_gemma":[0.9984912,0.0008517275,0.0003322597,0.00007805253,0.00003875116,0.00004062994,0.00002558217,0.00003112713,0.0001106956],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0308036,"threshold_uncertainty_score":0.9999916,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009950206229789618,"score_gpt":0.2486132096251097,"score_spread":0.23866300339532,"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."}}