{"id":"W4392597744","doi":"10.1111/trf.17772","title":"Comparable bacterial growth in platelet concentrates suspended in plasma and platelet additive solution and improved detection of bacterial contamination using a new generation automated culture system","year":2024,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Canadian Blood Services","funders":"Health Canada; bioMérieux; Canadian Blood Services","keywords":"Staphylococcus epidermidis; Microbiology; Plateletpheresis; Bacterial growth; Klebsiella pneumoniae; Colony-forming unit; Serratia marcescens; Chemistry; Platelet; Microbiological culture; Platelet-poor plasma; Staphylococcus aureus; Bacteria; Platelet-rich plasma; Apheresis; Medicine; Biology; Escherichia coli; Immunology; Biochemistry","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0007969054,0.0003387953,0.000306204,0.000519759,0.0001602621,0.0009142447,0.0004906321,0.0005225166,0.0009848098],"category_scores_gemma":[0.001458053,0.0001971091,0.0002716486,0.0003386304,0.0002571123,0.0004134203,0.0004486484,0.0004649725,0.000393831],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003142881,"about_ca_system_score_gemma":0.0003282189,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005779435,"about_ca_topic_score_gemma":0.0007092502,"domain_scores_codex":[0.9978839,0.000265421,0.0001865153,0.0003573832,0.001237108,0.00006970231],"domain_scores_gemma":[0.9987755,0.0003579547,0.0002722669,0.0001005371,0.0004227881,0.0000708931],"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":[0.0003461823,0.00007487949,0.004545551,0.0001077213,0.00001641665,0.00004829219,0.00009059175,0.0002210873,0.9833305,0.00007117154,0.0001461538,0.01100137],"study_design_scores_gemma":[0.00002450293,0.001309744,0.0235901,0.00002871891,0.00006084473,0.0005728819,0.00007333902,0.005821111,0.9662749,0.000050979,0.002167712,0.0000252162],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9666036,0.001280325,0.02898324,0.0001778807,0.0001074911,0.0001349075,0.0006514892,0.0004879659,0.001572998],"genre_scores_gemma":[0.9318537,0.0009603771,0.06321213,0.0002181165,0.00007360707,0.0002056217,0.001385717,0.00007311732,0.002017627],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009848098,"threshold_uncertainty_score":0.004214466,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01556298040773909,"score_gpt":0.2450248808419498,"score_spread":0.2294619004342107,"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."}}