{"id":"W3174268705","doi":"10.1111/trf.16545","title":"Limitations of current practices in detection of bacterially contaminated blood products associated with suspected septic transfusion reactions","year":2021,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; Vancouver Coastal Health","funders":"","keywords":"Staphylococcus epidermidis; Blood culture; Medicine; Context (archaeology); Blood component; Contamination; Enterococcus faecalis; Enterococcus; Staphylococcus aureus; Microbiology; Gram-Positive Cocci; Bacteria; Intensive care medicine; Antibiotics; Biology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.1280071,0.0008971727,0.0008351281,0.006861149,0.001255998,0.005485408,0.005822971,0.002326412,0.001739403],"category_scores_gemma":[0.2568431,0.0008105384,0.0006842799,0.003651565,0.004252892,0.003450502,0.003081488,0.001427206,0.001426316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003734579,"about_ca_system_score_gemma":0.005065109,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01843966,"about_ca_topic_score_gemma":0.01741733,"domain_scores_codex":[0.8561471,0.07060295,0.02376375,0.008552791,0.03825281,0.002680646],"domain_scores_gemma":[0.6748688,0.161656,0.05603028,0.02254487,0.07995599,0.004943944],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002434461,0.0001577686,0.8758298,0.001504345,0.0001550663,0.000380348,0.003649404,0.0007000055,0.001232439,0.0006680901,0.003931498,0.1115478],"study_design_scores_gemma":[0.0000650633,0.001179149,0.9066798,0.007556306,0.0003288974,0.01048378,0.01275019,0.009038221,0.007225827,0.003341384,0.04118707,0.0001643658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7614249,0.0505324,0.09284025,0.02747011,0.002067568,0.002508993,0.003184631,0.00135686,0.0586143],"genre_scores_gemma":[0.9419315,0.006058951,0.04599454,0.003531689,0.0004791124,0.000741015,0.0005068078,0.00006491146,0.0006914895],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1280071,"threshold_uncertainty_score":0.6769742,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06122208450387957,"score_gpt":0.2811295200598178,"score_spread":0.2199074355559382,"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."}}