{"id":"W2605199905","doi":"10.1111/vox.12519","title":"Efficiency of riboflavin and ultraviolet light treatment against high levels of biofilm‐derived <i>Staphylococcus epidermidis</i> in buffy coat platelet concentrates","year":2017,"lang":"en","type":"article","venue":"Vox Sanguinis","topic":"Blood transfusion and management","field":"Medicine","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; Canadian Blood Services","funders":"Terumo BCT; Canadian Blood Services","keywords":"Staphylococcus epidermidis; Biofilm; Buffy coat; Microbiology; Staphylococcus aureus; Tryptic soy broth; Bacteria; Chemistry; Biology; Immunology","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0001806527,0.0002510144,0.0006980524,0.0001389515,0.000099162,0.00002059845,0.0001704882,0.0001154201,0.00008736817],"category_scores_gemma":[0.00007063175,0.0001953951,0.0001154201,0.0001029262,0.0003077015,0.00006037582,0.00004774016,0.00009728495,0.000005238337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003580355,"about_ca_system_score_gemma":0.00007219405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009288117,"about_ca_topic_score_gemma":0.0001583982,"domain_scores_codex":[0.9985228,0.00004890224,0.0005324697,0.0003601365,0.0002213321,0.0003143759],"domain_scores_gemma":[0.9988186,0.0000772187,0.0002769695,0.0006088449,0.00007378429,0.0001446095],"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":[0.0003293265,0.001517657,0.0452653,0.0003928469,0.0001876142,0.0002598463,0.002421464,0.000006535398,0.9119408,0.000848673,0.000443255,0.03638664],"study_design_scores_gemma":[0.006945809,0.0007100279,0.18361,0.0003420191,0.0001238675,0.000005059973,0.0005268295,0.00002688562,0.8047222,0.00004406712,0.002761453,0.000181705],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.992571,0.001029942,0.00002561005,0.001572111,0.0001483896,0.0008854748,0.0001955866,0.00002616134,0.003545726],"genre_scores_gemma":[0.9976465,0.001580924,0.000255353,0.0002636572,0.00003914065,0.00002764061,0.00002585676,0.00002064719,0.0001403353],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1383447,"threshold_uncertainty_score":0.7967982,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02079257815568599,"score_gpt":0.276266109007819,"score_spread":0.255473530852133,"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."}}