{"id":"W1563980728","doi":"10.1111/j.1537-2995.2012.03757.x","title":"Validation and implementation of a new hemoglobinometer for donor screening at Canadian Blood Services","year":2012,"lang":"en","type":"article","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":17,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Blood Services","funders":"","keywords":"Blood donor; Medicine; Immunology","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":[0.000288444,0.0001089706,0.0001162547,0.0002514578,0.0002167789,0.00007615134,0.00006625416,0.00005359845,0.00082825],"category_scores_gemma":[0.000005177943,0.000104973,0.00004855897,0.0002010007,0.00001117683,0.0017335,0.00001662875,0.00003817921,0.00001212719],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001084225,"about_ca_system_score_gemma":0.00001957111,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1134694,"about_ca_topic_score_gemma":0.102831,"domain_scores_codex":[0.9992601,0.00000703914,0.0002213671,0.0001509853,0.0001412321,0.000219323],"domain_scores_gemma":[0.999641,0.00003396258,0.000117299,0.00008191932,0.00007627631,0.00004952197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000291022,0.0001950531,0.7206622,0.001243063,0.0001720605,9.145373e-7,0.003236761,0.00001529289,0.04587942,0.01214547,0.00076927,0.2153894],"study_design_scores_gemma":[0.01341372,0.0001177306,0.6201539,0.0001537289,0.002015309,0.00002249908,0.004688506,0.0008659778,0.07977311,0.001079095,0.2767705,0.0009459358],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9950047,0.0001515454,0.001360617,0.001420129,0.0001584646,0.0005063008,0.00001523639,0.00003275029,0.001350258],"genre_scores_gemma":[0.9971884,0.00006018552,0.001447983,0.0007423666,0.000284541,0.00001858146,0.0001436862,0.00001623521,0.00009803361],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2760012,"threshold_uncertainty_score":0.9135401,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02356050234007294,"score_gpt":0.2631413406005637,"score_spread":0.2395808382604908,"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."}}