{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01217436,0.001697615,0.0006318429,0.0009087316,0.000969509,0.001894317,0.001817435,0.001563731,0.0008605279],"category_scores_gemma":[0.01038352,0.0004168083,0.0008497576,0.0008203256,0.001964221,0.0004422857,0.001513327,0.0009713179,0.0007495533],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002209837,"about_ca_system_score_gemma":0.004832149,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01715263,"about_ca_topic_score_gemma":0.01473549,"domain_scores_codex":[0.9728462,0.005291441,0.001523841,0.002287596,0.01727616,0.000774764],"domain_scores_gemma":[0.987895,0.002033506,0.001536759,0.00101444,0.007166305,0.0003540936],"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":[0.0009333931,0.0009305533,0.08010265,0.00154287,0.0002065032,0.0003720033,0.001226438,0.001813245,0.8557717,0.0005479273,0.001586965,0.05496573],"study_design_scores_gemma":[0.00005626863,0.00417848,0.0371619,0.0003152127,0.0001963912,0.002039701,0.0005312566,0.003750485,0.9387855,0.0002057096,0.01271018,0.00006886468],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.9130465,0.005766359,0.06701173,0.00180831,0.0002859984,0.003995653,0.002411911,0.0006935192,0.004980031],"genre_scores_gemma":[0.8647648,0.003606368,0.1195472,0.001508944,0.0001197426,0.001074951,0.00595144,0.000179729,0.003246629],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.01715263,"threshold_uncertainty_score":0.064385,"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."}}