{"id":"W2334691078","doi":"10.1111/trf.13557","title":"Noninvasive pH monitoring for bacterial detection in platelet concentrates","year":2016,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Staphylococcus epidermidis; Buffy coat; Colony-forming unit; Plateletpheresis; Contamination; Chemistry; Bacterial colony; Platelet; Apheresis; Medicine; Chromatography; Staphylococcus aureus; Bacteria; Surgery; Biology; Immunology","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":[0.000695528,0.00050797,0.0004618402,0.0005536136,0.0001409691,0.0006095132,0.0003940548,0.0004772248,0.0009679889],"category_scores_gemma":[0.001592516,0.0001924136,0.0001666498,0.0002825716,0.0003228598,0.0003825841,0.0005778659,0.0006250339,0.0003881138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001781456,"about_ca_system_score_gemma":0.0002780548,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002185536,"about_ca_topic_score_gemma":0.0002191706,"domain_scores_codex":[0.9989449,0.0003211256,0.00004141607,0.0001387845,0.0005130582,0.00004076557],"domain_scores_gemma":[0.9990475,0.0004129139,0.0002419839,0.00004658877,0.0001839698,0.00006703616],"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":[0.001846966,0.0001527552,0.03382911,0.0004659079,0.00003481589,0.0002117479,0.00009923812,0.0003928877,0.9014673,0.0001023018,0.0005865201,0.06081037],"study_design_scores_gemma":[0.0001473693,0.006068405,0.1326654,0.0001153204,0.0002193996,0.004764504,0.0002115882,0.01523202,0.8346825,0.0003011714,0.005527504,0.00006492098],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8936829,0.01710143,0.08420809,0.0003522433,0.000218279,0.0003689112,0.0008030697,0.0006072327,0.002657854],"genre_scores_gemma":[0.9445845,0.004306548,0.04866664,0.0002062776,0.0002180489,0.0002372842,0.0004965494,0.00003719173,0.001247002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009679889,"threshold_uncertainty_score":0.003678322,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01824903143979424,"score_gpt":0.2579674840108599,"score_spread":0.2397184525710657,"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."}}