{"id":"W2435822104","doi":"10.1111/trf.13632","title":"Transfusion‐transmissible infection monitoring system: a tool to monitor changes in blood safety","year":2016,"lang":"en","type":"letter","venue":"Transfusion","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":27,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Food and Drug Administration","keywords":"Deferral; Medicine; Food and drug administration; Donation; Human immunodeficiency virus (HIV); Blood transfusion; Blood donor; Immunology; Intensive care medicine; Environmental health","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0009789189,0.000913132,0.0009274226,0.002021728,0.0005455644,0.0005024281,0.000556005,0.001274964,0.001112007],"category_scores_gemma":[0.00005029852,0.0007882185,0.0003465878,0.001589441,0.0000496717,0.001693105,0.00006417314,0.001732652,0.0007507943],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001764827,"about_ca_system_score_gemma":0.00006216129,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005960047,"about_ca_topic_score_gemma":0.002138291,"domain_scores_codex":[0.9952446,0.0001146957,0.001057237,0.001323622,0.001244929,0.001014982],"domain_scores_gemma":[0.9984415,0.0002140369,0.0003121142,0.0006591894,0.0003167818,0.00005644947],"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":[0.004348011,0.001639529,0.03903247,0.02599278,0.0009716613,0.002989938,0.002001198,0.0002105204,0.07649958,0.002854083,0.1176751,0.7257851],"study_design_scores_gemma":[0.003812985,0.0001061363,0.006339087,0.003696442,0.0006740181,0.00003141835,0.00009025809,0.0000524941,0.002866945,0.00009163717,0.9809283,0.00131026],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1669494,0.0005473936,0.004237976,0.7903779,0.00921273,0.005043048,0.0001204295,0.00190294,0.0216082],"genre_scores_gemma":[0.4685537,0.02095964,0.001431335,0.3845811,0.1099752,0.002883051,0.0008183214,0.001524423,0.009273243],"genre_candidate":"commentary","genre_consensus":null,"teacher_disagreement_score":0.8632532,"threshold_uncertainty_score":0.9998011,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01922019759855781,"score_gpt":0.2416581776128088,"score_spread":0.222437980014251,"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."}}