{"id":"W2152776199","doi":"10.1111/trf.12489","title":"Quality of red blood cells washed using an automated cell processor with and without irradiation","year":2013,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Blood Services","funders":"bioMérieux","keywords":"Hemolysis; Irradiation; Hematocrit; Mannitol; Chemistry; Hemoglobin; Red blood cell; Saline; Andrology; Chromatography; Medicine; Biochemistry; Immunology; Anesthesia; Internal medicine","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0002076541,0.0001575402,0.0003242663,0.0001104347,0.00007179671,0.00001676319,0.00004058595,0.00008869576,0.0001586381],"category_scores_gemma":[0.000003426626,0.0001179607,0.00003574157,0.0002081229,0.00005613902,0.0001903894,0.0000072353,0.0001001377,0.000003255752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001107514,"about_ca_system_score_gemma":0.00004403169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001066905,"about_ca_topic_score_gemma":0.0001120985,"domain_scores_codex":[0.9988297,0.00006993527,0.0003301773,0.000294354,0.000301842,0.0001740231],"domain_scores_gemma":[0.9993736,0.00001002526,0.00009206939,0.0002348404,0.0001389364,0.0001505119],"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":[0.0003378952,0.000912427,0.01184178,0.0008357727,0.0000458242,0.000002482707,0.001046084,0.00005324773,0.9836598,0.00001858228,0.00002288718,0.001223193],"study_design_scores_gemma":[0.01644505,0.001679345,0.4086893,0.0003057012,0.0007834111,0.00002691776,0.0007953572,0.02664725,0.544129,0.00003547997,0.00008997513,0.0003732552],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9959907,0.00004495272,0.00102105,0.0002781676,0.00003295081,0.001371204,0.000003607564,0.000228109,0.001029239],"genre_scores_gemma":[0.9920897,0.0001548707,0.007379479,0.0001434448,0.00001769309,0.00002156527,0.00001806113,0.00002628701,0.0001489347],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4395308,"threshold_uncertainty_score":0.4810296,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02413574640662309,"score_gpt":0.2881739761025144,"score_spread":0.2640382296958914,"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."}}