{"id":"W2885284219","doi":"10.1111/trf.14774","title":"More than one way to enhance bacterial detection in platelet components","year":2018,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Blood collection; Contamination; Medicine; Platelet transfusion; Microbiological culture; Blood culture; Platelet; Bacteria; Emergency medicine; Biology; Microbiology; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002199271,0.0004427918,0.0007254784,0.0005497754,0.00009410351,0.00003094827,0.0002033916,0.0008076741,0.001263907],"category_scores_gemma":[0.00001012788,0.0004229159,0.0001919834,0.0003685603,0.00006129236,0.00007052095,0.00004385847,0.001260041,0.0004277092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001635059,"about_ca_system_score_gemma":0.0000284479,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001148708,"about_ca_topic_score_gemma":0.00143982,"domain_scores_codex":[0.9973122,0.00009328619,0.0005375484,0.0008120629,0.0007062881,0.0005385982],"domain_scores_gemma":[0.9991091,0.00002944825,0.00006795816,0.0005645701,0.00007571812,0.0001531636],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.003900696,0.000850575,0.00009146287,0.001610284,0.0002479835,0.001075733,0.002279707,0.000001813667,0.6559303,0.00000222428,0.227035,0.1069742],"study_design_scores_gemma":[0.003207628,0.0009807609,0.01114883,0.00138438,0.0002188451,0.00003466622,0.00002808793,0.00002326456,0.1561495,0.00001382735,0.8262867,0.0005235789],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6965687,0.00002250091,0.001509204,0.2962879,0.001674332,0.002328804,0.00003535776,0.000164756,0.001408528],"genre_scores_gemma":[0.5068693,0.001010484,0.0009389829,0.4753949,0.008170717,0.000345667,0.001461947,0.0002660624,0.005541945],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5992517,"threshold_uncertainty_score":0.9998223,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01897284254868973,"score_gpt":0.2629606933700127,"score_spread":0.2439878508213229,"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."}}