{"id":"W4296781623","doi":"10.1111/vox.13362","title":"A positive blood culture is associated with a lower haemoglobin increment in hospitalized patients after red blood cell transfusion","year":2022,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; McMaster University; Ontario Stroke Network; McMaster University Medical Centre; Ontario Tech University","funders":"Health Canada; Canadian Blood Services","keywords":"Medicine; Blood transfusion; Red blood cell; Sepsis; Retrospective cohort study; Blood culture; Hemoglobin; Internal medicine","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002580995,0.0003156966,0.0004638283,0.00022699,0.0001763842,0.00002277657,0.0001417119,0.0001083386,0.002585071],"category_scores_gemma":[0.00002347334,0.0002622148,0.0001759934,0.0007223483,0.00004190795,0.00006314978,0.0001065084,0.0004863056,0.00001053879],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000129066,"about_ca_system_score_gemma":0.00007023263,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003154827,"about_ca_topic_score_gemma":0.0001720095,"domain_scores_codex":[0.9975427,0.0001954606,0.0003983736,0.0005742038,0.0008608217,0.0004284486],"domain_scores_gemma":[0.9992307,0.00001838983,0.0001085763,0.0003493142,0.0001305832,0.0001624366],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.01730184,0.07190417,0.765222,0.0004555179,0.003562507,0.009575218,0.0775074,0.00001796472,0.01435644,0.00006023818,0.0376179,0.002418778],"study_design_scores_gemma":[0.1126665,0.01946683,0.8171414,0.0008584417,0.004663904,0.00003896191,0.003071725,0.00005002063,0.01961404,0.00004863497,0.02101737,0.001362175],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9871199,0.0002418603,0.000007279904,0.001570664,0.000161177,0.002139618,0.0002101253,0.00009484121,0.008454532],"genre_scores_gemma":[0.9919544,0.0001087482,0.0002140638,0.004165625,0.00002566111,0.000510805,0.000269259,0.00005360596,0.002697786],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09536463,"threshold_uncertainty_score":0.999983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004063311946997998,"score_gpt":0.1994152242621191,"score_spread":0.1953519123151211,"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."}}