{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005104474,0.0005648801,0.0004377336,0.0001852552,0.0002650993,0.0006318354,0.0003470736,0.0004166053,0.001145358],"category_scores_gemma":[0.0005979033,0.0001676886,0.0004216535,0.0002185809,0.0002483023,0.0003662757,0.0003780999,0.0004498153,0.0004182714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001902465,"about_ca_system_score_gemma":0.0002351389,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008953383,"about_ca_topic_score_gemma":0.001004375,"domain_scores_codex":[0.9993167,0.0001621042,0.00007586994,0.000164206,0.0002051622,0.0000759492],"domain_scores_gemma":[0.9992371,0.0001642568,0.0001998879,0.00006202793,0.0002694902,0.00006733595],"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":[0.0003066715,0.0001417953,0.001312731,0.00005642948,0.000009011064,0.00003511755,0.00008873024,0.00005035161,0.9967216,0.000006395496,0.00002044401,0.001250775],"study_design_scores_gemma":[0.00001201482,0.00556316,0.02115956,0.00002263633,0.00006388126,0.0001851246,0.0002314415,0.0006593909,0.9715561,0.00001301929,0.0005165237,0.00001702682],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976915,0.000381745,0.0013912,0.00002168559,0.00001670037,0.00004590074,0.0001981601,0.00001388034,0.0002393255],"genre_scores_gemma":[0.9911987,0.0006261187,0.005536936,0.00005961725,0.0000228845,0.00009880378,0.0009824656,0.00002307873,0.001451312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001145358,"threshold_uncertainty_score":0.003831625,"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."}}