{"id":"W2488660632","doi":"10.1111/trf.13730","title":"Incidence of transfusion reactions: a multicenter study utilizing systematic active surveillance and expert adjudication","year":2016,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":156,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Heart, Lung, and Blood Institute; University of California, San Francisco; National Institutes of Health","keywords":"Medicine; Intensive care medicine; Incidence (geometry); Blood transfusion; Emergency medicine; Transfusion-related acute lung injury; Retrospective cohort study; Adjudication; Surgery; Lung; Internal medicine","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":[0.0005210873,0.0001969274,0.000500801,0.0002000331,0.0001098377,0.000008257137,0.00008374471,0.00008154216,0.0001235174],"category_scores_gemma":[0.00007950568,0.0001265092,0.00009708229,0.0002429732,0.00008017897,0.0001943935,0.00002020476,0.0001065396,0.000009665747],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005512205,"about_ca_system_score_gemma":0.00002715669,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005138095,"about_ca_topic_score_gemma":0.0005069245,"domain_scores_codex":[0.9981372,0.0002013161,0.0005934366,0.0004237456,0.0004527117,0.0001915584],"domain_scores_gemma":[0.9990019,0.0002077773,0.0001224124,0.0003965689,0.0001505821,0.0001207829],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002740387,0.003025011,0.04527011,0.009648549,0.0003310335,0.00003468995,0.01542835,8.476673e-7,0.8732389,0.0002501148,0.00004534686,0.04998667],"study_design_scores_gemma":[0.02790461,0.003211106,0.802204,0.02934819,0.0009864834,0.00008725857,0.02249824,0.0004869096,0.1117999,0.00007251419,0.0006484505,0.0007523983],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9862151,0.0004220524,0.007508763,0.001397368,0.000143423,0.003631999,0.000007542047,0.0001024331,0.0005713031],"genre_scores_gemma":[0.9927989,0.006460218,0.0002627131,0.0001015085,0.00002523242,0.0001790146,0.000003163957,0.00002370523,0.0001455263],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.761439,"threshold_uncertainty_score":0.5158895,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02353606107991937,"score_gpt":0.29146860253017,"score_spread":0.2679325414502507,"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."}}