{"id":"W4206443662","doi":"10.1111/vox.13246","title":"Assessment of bacterial growth in leukoreduced <scp>cold‐stored</scp> whole blood supports overnight hold at room temperature prior to filtration: A pilot study","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; University of Ottawa","funders":"","keywords":"Leukoreduction; Microbiology; Streptococcus dysgalactiae; Listeria monocytogenes; Staphylococcus aureus; Bacteria; Streptococcus pneumoniae; Bacterial growth; Colony-forming unit; Klebsiella pneumoniae; Staphylococcus epidermidis; Biology; Medicine; Food science; Blood transfusion; Immunology; Streptococcus; Streptococcus agalactiae; Escherichia coli","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.000453742,0.0002855487,0.000566071,0.0003463587,0.0001970243,0.00003887117,0.0002294113,0.00005825033,0.001518325],"category_scores_gemma":[0.00007845741,0.0002725123,0.0001108559,0.0006651134,0.00002382057,0.00008042332,0.0002844917,0.0003567581,0.00001294037],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002295001,"about_ca_system_score_gemma":0.0002809111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003009733,"about_ca_topic_score_gemma":0.0005888834,"domain_scores_codex":[0.99729,0.0001841445,0.0006109435,0.0006083546,0.0009296439,0.0003768965],"domain_scores_gemma":[0.9989122,0.00006967492,0.00014633,0.0005447924,0.00009526379,0.000231715],"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":[0.0003786152,0.01424917,0.1256817,0.0002122746,0.0004606154,0.0009926845,0.007348045,0.00003603348,0.7758209,0.0003909687,0.07426072,0.0001683084],"study_design_scores_gemma":[0.01481411,0.01809547,0.8634579,0.00008844851,0.0006322679,0.00005694447,0.006858622,0.00001386498,0.04023583,0.000009918885,0.05549214,0.0002444928],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9917032,0.00006613414,0.000003792851,0.0009271583,0.0008035761,0.002878813,0.0001588602,0.00008770916,0.003370747],"genre_scores_gemma":[0.9918955,0.000009741688,0.0003969308,0.0009407959,0.0002404143,0.000602768,0.0002005712,0.00004970752,0.00566357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7377762,"threshold_uncertainty_score":0.9999727,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0139021178221129,"score_gpt":0.2633512518808199,"score_spread":0.249449134058707,"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."}}