{"id":"W2149305745","doi":"10.1111/j.1537-2995.2010.02894.x","title":"A prospective bonus of platelet storage additive solutions: a reduction in biofilm formation and improved bacterial detection during platelet storage","year":2010,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Platelet; Biofilm; Reduction (mathematics); Chemistry; Medicine; Microbiology; Internal medicine; Bacteria; Biology; Mathematics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity"],"consensus_categories":["research_integrity"],"category_scores_codex":[0.0003331603,0.0004801037,0.000765747,0.0009224919,0.0002180236,0.00003767756,0.00009210044,0.001572337,0.0002231938],"category_scores_gemma":[0.00003083598,0.0004691503,0.0001899406,0.0004124377,0.0001517471,0.0004152879,0.00004203243,0.002963551,0.000006558349],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000299849,"about_ca_system_score_gemma":0.00008571489,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007461102,"about_ca_topic_score_gemma":0.0008560681,"domain_scores_codex":[0.9974715,0.0001308911,0.0007648969,0.0007038233,0.0004403364,0.0004885946],"domain_scores_gemma":[0.9990392,0.00003733657,0.0002976251,0.0003694319,0.0001615317,0.00009492841],"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":[0.003405324,0.0003315337,0.00001086575,0.001843285,0.0001636133,0.0002701389,0.002846529,0.000004571541,0.9633474,0.000007149332,0.003270074,0.02449956],"study_design_scores_gemma":[0.03575306,0.003388764,0.0205315,0.002852441,0.001121557,0.002013264,0.001352415,0.001531131,0.8418827,0.0001445777,0.08767389,0.001754699],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9758441,0.0001289957,0.001133348,0.01652465,0.001194338,0.004509483,0.0002378665,0.0001698192,0.0002574165],"genre_scores_gemma":[0.9910179,0.00238799,0.000344984,0.002697136,0.001536072,0.0004985544,0.001019921,0.0001199207,0.0003775418],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1214646,"threshold_uncertainty_score":0.999776,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009050363113982024,"score_gpt":0.2128198547014814,"score_spread":0.2037694915874994,"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."}}