{"id":"W4239490203","doi":"10.1002/9781119129431.ch16","title":"Bacterial Contamination","year":2017,"lang":"en","type":"other","venue":"","topic":"Blood transfusion and management","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Contamination; Bacteria; Microbiology; Biology; Pathogenic bacteria; Skin flora; Ecology","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":[0.002008776,0.001551497,0.001237322,0.002313435,0.001660135,0.003425037,0.0009533137,0.001790257,0.02479342],"category_scores_gemma":[0.007093876,0.000444535,0.001004295,0.002064073,0.0009147423,0.0008935074,0.002164453,0.001307681,0.01237334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009420185,"about_ca_system_score_gemma":0.002486551,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003432278,"about_ca_topic_score_gemma":0.002770929,"domain_scores_codex":[0.9914322,0.001464621,0.001046883,0.0009273718,0.004451958,0.0006769401],"domain_scores_gemma":[0.9952533,0.0007829123,0.0007924939,0.0005093619,0.002390428,0.0002714108],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001987533,0.0008863743,0.08666761,0.01316973,0.0002787538,0.01983415,0.003413449,0.0007912111,0.1118566,0.008703216,0.1272804,0.625131],"study_design_scores_gemma":[0.00007935429,0.001115229,0.02890599,0.005371503,0.0003264808,0.03153489,0.002303767,0.0009459369,0.07866294,0.003895652,0.8467305,0.0001277827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.2943759,0.1391995,0.06512278,0.01507514,0.01191877,0.009678688,0.02877651,0.004160489,0.4316922],"genre_scores_gemma":[0.6470941,0.08636606,0.05581223,0.01717377,0.002397247,0.002481045,0.01964792,0.000858645,0.168169],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.02479342,"threshold_uncertainty_score":0.08294225,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01463420156357115,"score_gpt":0.2716286145810932,"score_spread":0.2569944130175221,"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."}}