{"id":"W2131588291","doi":"10.1111/j.1537-2995.2010.02726.x","title":"Effect of platelet additive solution on bacterial dynamics and their influence on platelet quality in stored platelet concentrates","year":2010,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; University of British Columbia; Agriculture and Agri-Food Canada","funders":"Canadian Blood Services","keywords":"Staphylococcus epidermidis; Crystal violet; Microbiology; Biofilm; Bacteria; Chemistry; Platelet; Colony-forming unit; Bacterial growth; Biology; Food science; Staphylococcus aureus; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006155929,0.0002956899,0.0005641388,0.0001732502,0.00007836975,0.00001479143,0.00008851232,0.0002542739,0.0001910491],"category_scores_gemma":[0.00006781788,0.0002193942,0.00009315353,0.0001804701,0.0001716925,0.00009699829,0.0000174557,0.0005761846,0.000009055848],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000595308,"about_ca_system_score_gemma":0.00003047013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004958843,"about_ca_topic_score_gemma":0.001354997,"domain_scores_codex":[0.9983691,0.0001987438,0.0004326507,0.0004239027,0.0002763597,0.000299226],"domain_scores_gemma":[0.9990621,0.0003854003,0.0000920653,0.0002766567,0.00005029579,0.0001334695],"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":[0.02067749,0.0007479201,0.002550806,0.0005020206,0.0001032778,0.00007598584,0.002047554,0.00004583988,0.7245066,0.002270058,0.00006743506,0.246405],"study_design_scores_gemma":[0.01792627,0.005491888,0.1028167,0.0005791442,0.00005371995,0.00002669144,0.000184273,0.001671187,0.8697574,0.00005963249,0.001086766,0.0003463984],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9965035,0.00001348949,0.0000817148,0.0004823511,0.000368303,0.00140977,0.0001751714,0.00006417633,0.0009015697],"genre_scores_gemma":[0.9990063,0.0004018179,0.00003452619,0.0002000323,0.00005687811,0.00003441964,0.0002142037,0.00002404525,0.00002782018],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2460586,"threshold_uncertainty_score":0.8946638,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007349986301507553,"score_gpt":0.2615937565762589,"score_spread":0.2542437702747514,"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."}}