{"id":"W4407378321","doi":"10.1111/vox.13806","title":"Preliminary determination of bacterial contamination of whole blood units in a Ghanaian blood bank: Providing evidence to improve transfusion safety","year":2025,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of Ottawa","funders":"","keywords":"Serratia marcescens; Staphylococcus; Citrobacter freundii; Contamination; Microbiology; Medicine; Citrobacter; Serratia; Enterobacter; Coagulase; Bacteria; Antibiotics; Antimicrobial; Antibiotic resistance; Providencia; Staphylococcus aureus; Biology; Enterobacteriaceae; Escherichia coli; Pseudomonas","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":[0.004139734,0.0004053902,0.000311772,0.001281157,0.0004329973,0.001469455,0.0004999058,0.0005750593,0.001698526],"category_scores_gemma":[0.01278148,0.0002731895,0.0001986731,0.001430852,0.0008171066,0.0006743874,0.0005206696,0.0005440924,0.0003034929],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009886794,"about_ca_system_score_gemma":0.001338677,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002944033,"about_ca_topic_score_gemma":0.003343731,"domain_scores_codex":[0.9951406,0.001582769,0.0007603402,0.0003434844,0.001869102,0.0003037513],"domain_scores_gemma":[0.9837552,0.004054106,0.008334432,0.0004794087,0.00283802,0.0005387262],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004386405,0.0001367235,0.9738852,0.0003803907,0.00002952035,0.0007581229,0.001555047,0.00004999981,0.005561596,0.00006720854,0.0003915523,0.01674601],"study_design_scores_gemma":[0.00002511277,0.001587721,0.9757422,0.0005241112,0.00008344102,0.003249676,0.004698417,0.0003486067,0.009529654,0.00008502185,0.004109246,0.00001682114],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918545,0.004353408,0.0009086113,0.000797281,0.00004893445,0.0001380933,0.0003359168,0.00001280012,0.001550362],"genre_scores_gemma":[0.9949626,0.002059641,0.002122941,0.0002215314,0.00004347796,0.00003642475,0.0002738529,0.000004072826,0.0002754317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004139734,"threshold_uncertainty_score":0.02189326,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01567673015130358,"score_gpt":0.2725451496078281,"score_spread":0.2568684194565246,"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."}}