{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002047848,0.001500383,0.0008563011,0.001549682,0.0004884567,0.001699211,0.0008931512,0.001615304,0.006863329],"category_scores_gemma":[0.004152168,0.0006433572,0.000893865,0.0006991412,0.0006341512,0.001332897,0.001274924,0.001927964,0.003893272],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003586508,"about_ca_system_score_gemma":0.0005696211,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005216833,"about_ca_topic_score_gemma":0.001199803,"domain_scores_codex":[0.9971043,0.0007117998,0.0001868718,0.0004849907,0.001324734,0.0001872797],"domain_scores_gemma":[0.9969824,0.000940868,0.0005108438,0.0003090922,0.001058607,0.0001982214],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.000312221,0.0003075765,0.003958927,0.001095751,0.0000626992,0.0002073181,0.0002083369,0.0001984979,0.8908365,0.0005485283,0.002852943,0.09941079],"study_design_scores_gemma":[0.0000404188,0.00137005,0.004538766,0.0001973018,0.0001291307,0.001335913,0.00007375739,0.0009355622,0.9686576,0.0003791044,0.02228663,0.00005569241],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"other","genre_scores_codex":[0.3204355,0.07095388,0.5535735,0.01233191,0.004486223,0.001968879,0.002403882,0.00724998,0.02659612],"genre_scores_gemma":[0.4509155,0.02223815,0.4917016,0.00940974,0.001462696,0.0008171644,0.002070434,0.0006089416,0.02077589],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.006863329,"threshold_uncertainty_score":0.02296013,"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."}}