{"id":"W2567355023","doi":"10.1155/2016/2482157","title":"Quality and Safety of Blood Products","year":2016,"lang":"en","type":"editorial","venue":"Journal of Blood Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":13,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta; McMaster University; Canadian Blood Services","funders":"","keywords":"Quality (philosophy); Business; Risk analysis (engineering); Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002907471,0.0003987172,0.001013334,0.0006572621,0.0001831865,0.0001642995,0.0004375206,0.0005840773,0.0003645367],"category_scores_gemma":[0.001509734,0.0002870539,0.0003087195,0.0004145826,0.000129084,0.001882382,0.0000726065,0.0009500911,0.00001416759],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000008989692,"about_ca_system_score_gemma":0.0002565247,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001813109,"about_ca_topic_score_gemma":0.00006883634,"domain_scores_codex":[0.9957536,0.00009952154,0.001805957,0.0004080702,0.00166597,0.0002668475],"domain_scores_gemma":[0.9940455,0.0007598652,0.002647591,0.0003186293,0.002184554,0.00004389297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00976575,0.008337141,0.004087896,0.01564593,0.006095659,0.0003853251,0.000653964,0.000006750504,0.1537797,0.0075016,0.6903167,0.1034236],"study_design_scores_gemma":[0.009016749,0.0001792766,0.001063691,0.001104361,0.004044716,0.00003362129,0.00005863273,0.000001003753,0.003097627,0.0008727697,0.9800921,0.0004354175],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.06994478,0.006228858,0.0003232636,0.009713022,0.9001089,0.0009521738,0.0001886515,0.00009347845,0.01244688],"genre_scores_gemma":[0.07115948,0.01889382,0.0005951963,0.0002763899,0.9082066,0.000005680708,0.00005122949,0.0001165816,0.0006949875],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.2897755,"threshold_uncertainty_score":0.9999582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01666299482491372,"score_gpt":0.2716572231431025,"score_spread":0.2549942283181888,"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."}}