{"id":"W2942008557","doi":"10.1111/trf.15317","title":"The BEST criteria improve sensitivity for detecting positive cultures in residual blood components cultured in suspected septic transfusion reactions","year":2019,"lang":"en","type":"article","venue":"Transfusion","topic":"Sepsis Diagnosis and Treatment","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Medicine; Blood culture; Blood component; Residual risk; Blood transfusion; Retrospective cohort study; Intensive care medicine; Emergency medicine; Internal medicine; Antibiotics; Biology","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":[0.0003875352,0.0002386325,0.0003743923,0.0001246956,0.0002385189,0.00003927733,0.00004992124,0.0001708109,0.00003008141],"category_scores_gemma":[0.00007827575,0.0001613651,0.0001565601,0.0002765559,0.00004032022,0.0001057558,0.00001146588,0.0003041273,0.00001164516],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000165424,"about_ca_system_score_gemma":0.00003678185,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003376873,"about_ca_topic_score_gemma":0.01082663,"domain_scores_codex":[0.9983587,0.0001795506,0.0003984327,0.000455205,0.0002422693,0.0003658719],"domain_scores_gemma":[0.9989781,0.0005207944,0.00006111342,0.0002439002,0.0001157354,0.00008039007],"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":[0.001329516,0.001391505,0.03041071,0.00008172665,0.00008480108,0.00006266814,0.002751599,0.00001687153,0.9612637,0.00004762038,0.00001768423,0.002541637],"study_design_scores_gemma":[0.01387785,0.001591857,0.5465118,0.0009956792,0.0003911667,0.00009845221,0.003419173,0.001095539,0.4314303,0.00009685706,0.0001896968,0.0003015906],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943135,0.000210425,0.00003649263,0.00189206,0.0002695513,0.002736502,0.00004806282,0.00004801602,0.0004454142],"genre_scores_gemma":[0.9984031,0.000700156,0.0002659812,0.00008608262,0.00008179359,0.000151409,0.0001042985,0.00003008753,0.0001770996],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5298334,"threshold_uncertainty_score":0.6580276,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03299205451953015,"score_gpt":0.3229909857779384,"score_spread":0.2899989312584083,"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."}}