{"id":"W2133739004","doi":"10.1111/j.1537-2995.2007.01131.x","title":"Canadian experience with detection of bacterial contamination in apheresis platelets","year":2007,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; Héma-Québec","funders":"","keywords":"Apheresis; Plateletpheresis; Contamination; Platelet; Microbiology; Bacteria; Microbiological culture; Medicine; Gold standard (test); Biology; Immunology; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0041345,0.0007680876,0.000394773,0.001319452,0.002569573,0.001864157,0.001592596,0.0009165027,0.002946873],"category_scores_gemma":[0.009451617,0.0004391006,0.0003968683,0.002422584,0.001896099,0.0004774855,0.001638119,0.001150122,0.0004687626],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01941462,"about_ca_system_score_gemma":0.02260028,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8739393,"about_ca_topic_score_gemma":0.8458571,"domain_scores_codex":[0.9907002,0.001567342,0.0004699611,0.001127555,0.005426466,0.0007085371],"domain_scores_gemma":[0.9884819,0.001589487,0.0007965024,0.0003650307,0.007593654,0.001173566],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001656447,0.0006052041,0.6046558,0.00159754,0.0002712237,0.006766187,0.02236612,0.001614757,0.03811482,0.001491961,0.01355894,0.307301],"study_design_scores_gemma":[0.0001413653,0.002529175,0.7140527,0.0006559573,0.0004651824,0.02277614,0.01035881,0.003405259,0.06866629,0.0005058974,0.1760981,0.0003451803],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9426333,0.01232512,0.009268214,0.003874854,0.0002562572,0.000513608,0.0009717847,0.000601629,0.02955524],"genre_scores_gemma":[0.9781061,0.006497623,0.008425558,0.001175678,0.0000557594,0.00005163495,0.0005495414,0.0001009165,0.005037175],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1260607,"threshold_uncertainty_score":0.2536061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007719033757697098,"score_gpt":0.2296929003801697,"score_spread":0.2219738666224726,"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."}}