{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000506258,0.0001617265,0.0003952412,0.0005815601,0.00004208741,0.000009390966,0.0001344058,0.0001226196,0.00007555357],"category_scores_gemma":[0.0003658572,0.0001587068,0.00007665031,0.000919727,0.00004264798,0.0001363303,0.00005830429,0.0001230019,0.000001907437],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004102612,"about_ca_system_score_gemma":0.0001693013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002930044,"about_ca_topic_score_gemma":0.0004323041,"domain_scores_codex":[0.9984375,0.00009800281,0.0006446535,0.0003329821,0.0002913833,0.0001955322],"domain_scores_gemma":[0.9990787,0.0001428935,0.0001263002,0.0003083831,0.0002716251,0.00007211071],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001917529,0.000958167,0.004091885,0.00160597,0.00008053175,0.00003371471,0.004306223,0.000002431777,0.8460577,0.000462363,0.00008531573,0.1403982],"study_design_scores_gemma":[0.009798567,0.004219717,0.174805,0.005388334,0.001268438,0.000009430694,0.001583837,0.0003281664,0.8006338,0.00005095837,0.001672808,0.0002409332],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9922439,0.0002404366,0.002213499,0.001558575,0.0002917977,0.002045842,0.000029968,0.00003529137,0.001340718],"genre_scores_gemma":[0.9976521,0.0001639584,0.001263968,0.0001828192,0.00003960721,0.00008129079,0.00003128426,0.00001492104,0.0005700658],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1707131,"threshold_uncertainty_score":0.6471876,"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."}}