{"id":"W1783336958","doi":"10.1111/trf.13050","title":"Validation of sterility testing of cord blood: challenges and results","year":2015,"lang":"en","type":"article","venue":"Transfusion","topic":"Bacterial Identification and Susceptibility Testing","field":"Biochemistry, Genetics and Molecular Biology","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"Canadian Blood Services; Bristol-Myers Squibb Canada; Bristol-Myers Squibb","keywords":"Bacteroides fragilis; Microbiology; Candida albicans; Staphylococcus epidermidis; Biology; Staphylococcus; Cord blood; Staphylococcus aureus; Chemistry; Bacteria; Antibiotics; Immunology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004807093,0.00004742596,0.00008395161,0.00001611912,0.0000140703,0.000003299074,0.00004244909,0.00005458453,0.000001496692],"category_scores_gemma":[0.0004523751,0.00004619263,0.00001630372,0.00003410667,0.00004280996,0.000003421936,0.00001948035,0.00002107272,2.308173e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001674238,"about_ca_system_score_gemma":0.000021969,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006940485,"about_ca_topic_score_gemma":0.00002904865,"domain_scores_codex":[0.9994162,0.00005897017,0.0002500301,0.0001594628,0.00006614389,0.00004924329],"domain_scores_gemma":[0.9995272,0.00002035104,0.00008778494,0.0001643611,0.0001658785,0.00003445743],"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":[0.0003267589,0.0000528807,0.002057555,0.00005508193,0.000004800616,8.086131e-8,0.0003989625,0.000002442222,0.9787648,0.000008204269,0.000004538953,0.01832394],"study_design_scores_gemma":[0.0007227408,0.0004609276,0.06419282,0.00002943247,0.00001610147,0.000003233359,0.0001869787,0.00002765885,0.934032,0.00007796702,0.0001950206,0.00005515001],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986664,0.0002609736,0.00009788681,0.00006104858,0.00005116216,0.00008981714,0.00001396533,0.000006513953,0.0007522147],"genre_scores_gemma":[0.9983376,0.0002120715,0.001352348,0.000003167168,0.00002664786,0.000001330191,0.00003761473,0.000003881899,0.00002537638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06213526,"threshold_uncertainty_score":0.1883681,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08729245110849787,"score_gpt":0.2891293059952439,"score_spread":0.201836854886746,"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."}}