{"id":"W2610840575","doi":"10.1111/trf.14147","title":"Optimization of cord blood unit sterility testing: impact of dilution, analysis delay, and inhibitory substances","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Héma-Québec","funders":"","keywords":"Staphylococcus epidermidis; Cord blood; Bacteroides fragilis; Sterility; Streptococcus agalactiae; Microbiology; Chemistry; Chromatography; Staphylococcus aureus; Andrology; Bacteria; Biology; Streptococcus; Medicine; Immunology; Antibiotics","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":[0.000230376,0.00007347514,0.0001488999,0.00004420498,0.0001269834,0.00002170959,0.00009964551,0.00007170812,0.00002378929],"category_scores_gemma":[0.0001961954,0.00006734476,0.00008316822,0.0001004881,0.0001385721,0.00001079891,0.00002592567,0.00002896108,8.420128e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000003666109,"about_ca_system_score_gemma":0.00003647918,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007699029,"about_ca_topic_score_gemma":0.0005017053,"domain_scores_codex":[0.9993771,0.00005082306,0.0002416125,0.0001921632,0.00006886174,0.00006946298],"domain_scores_gemma":[0.9991559,0.00001510642,0.0002013318,0.0003577036,0.0002336247,0.00003633775],"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":[0.0001308377,0.00005359228,0.3529489,0.00002210193,0.0000681626,1.120715e-7,0.00003943189,0.0007130566,0.6450884,0.000002003251,0.000001303926,0.0009321305],"study_design_scores_gemma":[0.0003571698,0.000249615,0.8937079,0.0000163491,0.0001988505,0.000001491577,0.00002314043,0.002008446,0.1033503,0.00001127803,0.000004091221,0.00007137241],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943936,0.00008484208,0.005210409,0.00001054599,0.00003317184,0.00009628134,0.00003331292,0.000005664126,0.0001322138],"genre_scores_gemma":[0.998426,0.0001189748,0.001331717,0.000001632585,0.0000222583,0.000001609254,0.00007280637,0.000004589439,0.0000204605],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.541738,"threshold_uncertainty_score":0.2746239,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03444755997921741,"score_gpt":0.3025407239831641,"score_spread":0.2680931640039467,"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."}}