{"id":"W2566600397","doi":"10.1182/blood.v120.21.4372.4372","title":"Seek and You Shall Find – but Then What Do You Do? Cold Agglutinins in Cardiopulmonary Bypass, and a Single Center Experience with Cold Agglutinin Screening Before Cardiac Surgery","year":2012,"lang":"en","type":"article","venue":"Blood","topic":"Blood groups and transfusion","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Cold Agglutinin; Medicine; Cardiopulmonary bypass; Single Center; Cohort; Retrospective cohort study; Cardiac surgery; Adverse effect; Surgery; Anesthesia; Internal medicine; Antibody","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"],"consensus_categories":[],"category_scores_codex":[0.0004799516,0.0003443308,0.0007498396,0.0001614076,0.0001479992,0.000118895,0.00007588539,0.0001975932,0.00001388851],"category_scores_gemma":[0.00003004523,0.0002753471,0.0001218152,0.0002549225,0.0001956986,0.0006026125,0.0001048694,0.0003136295,0.000002050874],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002131768,"about_ca_system_score_gemma":0.00004834885,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002290868,"about_ca_topic_score_gemma":0.00004733183,"domain_scores_codex":[0.9979246,0.00009862232,0.000339608,0.0005363752,0.0004023767,0.0006983661],"domain_scores_gemma":[0.9989592,0.0001206658,0.0001062154,0.0003770382,0.00005675641,0.0003801089],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002224293,0.0008314952,0.9812567,0.0001084601,0.0001827632,0.0002186814,0.005849655,4.285318e-7,0.004805027,0.00004172018,0.00003887691,0.006443717],"study_design_scores_gemma":[0.006353746,0.000820638,0.96066,0.00271419,0.0007298291,0.0009759899,0.01148363,0.00001897134,0.009067185,0.000006275804,0.006485981,0.000683536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9781672,0.02015784,0.00001076097,0.0002464334,0.0001625332,0.0006255871,0.00006436095,0.0000543589,0.000510875],"genre_scores_gemma":[0.9973851,0.001425795,0.0004172491,0.0001766896,0.000301755,0.00007583234,0.00003878673,0.00006124478,0.0001175771],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02059672,"threshold_uncertainty_score":0.9999699,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01670369449224952,"score_gpt":0.2220320452284416,"score_spread":0.2053283507361921,"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."}}