{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002488781,0.00008021641,0.0002862311,0.00005700312,0.00005990413,0.000004968456,0.0001039693,0.00005357929,0.0001050702],"category_scores_gemma":[0.0001048875,0.00006701832,0.00004216425,0.00005862381,0.0001929292,0.00009376347,0.00001938738,0.00007464621,5.179954e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008106927,"about_ca_system_score_gemma":0.0000334404,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001267157,"about_ca_topic_score_gemma":0.0002999705,"domain_scores_codex":[0.9991148,0.00003593931,0.0003125444,0.0001625381,0.0002815049,0.00009269529],"domain_scores_gemma":[0.9991456,0.00005536723,0.000240878,0.0003847145,0.0001334605,0.00003998167],"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":[0.004598935,0.000409062,0.1221052,0.0004656048,0.00006817975,0.0000149328,0.005159056,0.000007400314,0.7815632,0.00004675864,0.000007971996,0.08555372],"study_design_scores_gemma":[0.003145414,0.0008308871,0.7643992,0.0002994993,0.0001279158,0.000002848858,0.0003783237,0.0000332019,0.2306534,0.000004776072,0.00007319289,0.00005136703],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9976659,0.00001160965,0.0004643529,0.00005873927,0.000084843,0.0004279971,0.00002028552,0.00001332169,0.001252995],"genre_scores_gemma":[0.9983864,0.00009118308,0.001434944,0.000006124289,0.00002310112,0.000005980681,0.000007277399,0.000008667937,0.00003628587],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6422939,"threshold_uncertainty_score":0.2732928,"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."}}