{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002214212,0.001272534,0.000601403,0.000590608,0.0002795279,0.001272666,0.0007276398,0.0005910491,0.0007281413],"category_scores_gemma":[0.004358707,0.0003242559,0.0004458863,0.0004697901,0.0004273975,0.0004999128,0.0005543319,0.0005779956,0.0003756965],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005443626,"about_ca_system_score_gemma":0.0006737602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001791112,"about_ca_topic_score_gemma":0.002061276,"domain_scores_codex":[0.997127,0.0009868008,0.0003470127,0.0004621841,0.0009137053,0.0001633806],"domain_scores_gemma":[0.9962786,0.001827035,0.000890638,0.0002581649,0.000611441,0.0001341148],"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":[0.00119965,0.0005094385,0.009005928,0.0003538996,0.0000856421,0.0001147709,0.0001291745,0.001493884,0.967534,0.0000511973,0.00015162,0.01937065],"study_design_scores_gemma":[0.00001906733,0.001991399,0.00756361,0.00003630049,0.0001182457,0.0002086403,0.00007334181,0.002474001,0.9862325,0.00002345261,0.001235172,0.00002416325],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9732055,0.005556287,0.01872884,0.0002724608,0.0000937028,0.0003890696,0.0002923192,0.0002125222,0.001249286],"genre_scores_gemma":[0.9514102,0.002790947,0.04380481,0.0001911028,0.00006067819,0.0001498965,0.0005353859,0.0001027464,0.0009542319],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002214212,"threshold_uncertainty_score":0.01170999,"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."}}