{"id":"W1609201421","doi":"10.1111/trf.13166","title":"Quality of red blood cells washed using a second wash sequence on an automated cell processor","year":2015,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; Canadian Blood Services","funders":"","keywords":"Buffy coat; Hemolysis; Andrology; Hematocrit; Antibody; Red blood cell; Blood donations; Immunology; Chemistry; Medicine; Blood donor; Internal medicine","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006718282,0.0002295487,0.0004733892,0.0001643952,0.0000661084,0.00001323321,0.000141374,0.0001516482,0.0003217181],"category_scores_gemma":[0.00001570973,0.0001953253,0.0001112906,0.0003568088,0.00006683527,0.0001325254,0.00001663752,0.0002037628,0.00001554103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004413323,"about_ca_system_score_gemma":0.0001693729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000313433,"about_ca_topic_score_gemma":0.0001268102,"domain_scores_codex":[0.9979827,0.0001521233,0.0005441581,0.0004448599,0.0005936407,0.0002824868],"domain_scores_gemma":[0.9988463,0.00002213696,0.0001177485,0.0004747852,0.0002139141,0.0003250977],"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":[0.0009714679,0.001975151,0.0003661409,0.0008636109,0.00004166011,0.00003496125,0.001642127,0.0001311312,0.9929752,0.00005298838,0.0002531233,0.0006924017],"study_design_scores_gemma":[0.01186123,0.001887225,0.003654164,0.000269614,0.0003189461,0.00001682518,0.0006347281,0.006506759,0.9737435,0.00005789948,0.0007517479,0.000297369],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9907621,0.00004162437,0.00029944,0.0002683135,0.0001690401,0.001032107,0.00002605352,0.0003872585,0.007014023],"genre_scores_gemma":[0.9949602,0.0000526173,0.003667763,0.0004281654,0.00003991446,0.00001323548,0.00003507614,0.00003710546,0.0007659017],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01923175,"threshold_uncertainty_score":0.7965133,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07988375600009483,"score_gpt":0.3458555357199934,"score_spread":0.2659717797198985,"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."}}