{"id":"W2688816911","doi":"10.1111/trf.14202","title":"Residual risk of bacterial contamination of platelets: six years of experience with sterility testing","year":2017,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":74,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"Health Canada; Canadian Blood Services","keywords":"Buffy coat; Sterility; Medicine; Apheresis; Staphylococcus epidermidis; Aseptic processing; Coagulase; Plateletpheresis; Staphylococcus; Bacteria; Microbiology; Biology; Staphylococcus aureus; Platelet; Immunology; Surgery","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":[0.01309755,0.0003586921,0.0003408946,0.0009444805,0.0008719753,0.001887228,0.001319328,0.0008176776,0.001342054],"category_scores_gemma":[0.03859209,0.0003184732,0.0005444555,0.001064592,0.001733867,0.001365662,0.001635523,0.001377418,0.00033335],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002630209,"about_ca_system_score_gemma":0.003660556,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02699654,"about_ca_topic_score_gemma":0.02167306,"domain_scores_codex":[0.988786,0.003330801,0.0008641682,0.001019847,0.004676318,0.001322852],"domain_scores_gemma":[0.969177,0.008440072,0.006146244,0.002643615,0.008153333,0.005439727],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002554754,0.0002928451,0.8617435,0.0001362635,0.0001024216,0.002768782,0.007757961,0.0003667108,0.0008484164,0.0003383563,0.003084653,0.1223047],"study_design_scores_gemma":[0.00006072448,0.004947768,0.8819551,0.0009086011,0.0002830515,0.04858875,0.01214444,0.002742316,0.003908441,0.001089263,0.04318516,0.0001864776],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9783126,0.009304747,0.00237067,0.004043971,0.0001411862,0.00005915272,0.0001245207,0.00008586003,0.005557199],"genre_scores_gemma":[0.9942521,0.002662271,0.001089483,0.0009779296,0.00008180973,0.000009293081,0.0001604061,0.0000271901,0.0007395741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02699654,"threshold_uncertainty_score":0.06926733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02734023170761841,"score_gpt":0.2751349048762501,"score_spread":0.2477946731686317,"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."}}