{"id":"W2126601006","doi":"10.1111/trf.13055","title":"A benchmarking program to reduce red blood cell outdating: implementation, evaluation, and a conceptual framework","year":2015,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood transfusion and management","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services; McMaster University; Ontario Stroke Network; Hamilton Health Sciences; Hamilton Regional Laboratory Medicine Program","funders":"Ontario Regional Blood Coordinating Network; Ontario Ministry of Health and Long-Term Care; Canadian Blood Services","keywords":"Benchmarking; Process management; Operations management; Quality management; Audit; Quality assurance; Business; Accounting; Marketing; Engineering; Management system","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0007877235,0.0001784722,0.0002332457,0.0001344523,0.0001209168,0.00003998201,0.0000693855,0.00009238013,0.0005377336],"category_scores_gemma":[0.00005896241,0.0001643527,0.00005292911,0.000367909,0.00004941084,0.00008145266,0.00003099286,0.000175556,0.00001399882],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004125066,"about_ca_system_score_gemma":0.0001435984,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000145122,"about_ca_topic_score_gemma":0.00007793873,"domain_scores_codex":[0.9981683,0.00009665987,0.000355815,0.0004338644,0.0006724807,0.0002728142],"domain_scores_gemma":[0.9989599,0.00003206732,0.00004944452,0.000259024,0.0003023477,0.0003972217],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001039965,0.002249578,0.02341704,0.0002984799,0.0002250172,0.0000445958,0.05130856,0.00004840434,0.05231838,0.001921557,0.01255191,0.8545765],"study_design_scores_gemma":[0.1307238,0.0309312,0.1940339,0.002594266,0.01116919,0.0002945502,0.1085762,0.005088417,0.1914061,0.004724887,0.317094,0.003363499],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9784995,0.0002329707,0.004654708,0.006967288,0.000258166,0.004444534,0.000005305592,0.0001885057,0.004749008],"genre_scores_gemma":[0.968845,0.0001295167,0.02915523,0.001064667,0.0001616108,0.0003642183,0.00008014096,0.00002751931,0.0001720756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.851213,"threshold_uncertainty_score":0.6702108,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05372114960300611,"score_gpt":0.3708926174310403,"score_spread":0.3171714678280342,"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."}}