{"id":"W2781608064","doi":"10.1097/ccm.0000000000002948","title":"Contemporary Risk Factors and Outcomes of Transfusion-Associated Circulatory Overload*","year":2018,"lang":"en","type":"article","venue":"Critical Care Medicine","topic":"Cardiac Arrest and Resuscitation","field":"Medicine","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; National Institutes of Health","keywords":"Medicine; Circulatory system; Intensive care medicine; Blood transfusion; Transfusion-related acute lung injury; Risk factor; Intensive care; Pulmonary edema; Surgery; Internal medicine; Lung","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":[],"consensus_categories":[],"category_scores_codex":[0.0002106168,0.000146591,0.000548784,0.0001004378,0.00009339407,0.000003221334,0.00003392674,0.0001331549,0.0001179696],"category_scores_gemma":[0.002719324,0.00009371306,0.0001122328,0.0001439593,0.001115852,0.00004856584,0.00001642061,0.0001798252,0.000003216418],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003988346,"about_ca_system_score_gemma":0.00007626748,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004120069,"about_ca_topic_score_gemma":0.00002082181,"domain_scores_codex":[0.998839,0.00007952281,0.0003099046,0.0002155763,0.000390462,0.0001655086],"domain_scores_gemma":[0.9985124,0.0005901664,0.00004692602,0.0001795115,0.0004412814,0.0002296514],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007300614,0.00004509777,0.9903836,0.0001913023,0.00008205807,0.0000145136,0.004158985,2.462874e-8,0.002969187,0.0002198987,0.001153081,0.000709281],"study_design_scores_gemma":[0.002036054,0.0005863681,0.9867682,0.000252983,0.0003765619,0.0000017401,0.008358641,0.00001383994,0.0007443384,0.0001655073,0.0005998237,0.00009589276],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888337,0.001834596,0.0001063692,0.001245365,0.001443009,0.0002289914,0.00004330649,0.00005012994,0.00621452],"genre_scores_gemma":[0.9992349,0.00005768548,0.00002347471,0.0002741496,0.0003199091,0.000003217105,0.00005141936,0.00001646594,0.00001884925],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01040112,"threshold_uncertainty_score":0.4111404,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02200657853895629,"score_gpt":0.3178758924939726,"score_spread":0.2958693139550163,"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."}}