{"id":"W4223454188","doi":"10.14745/ccdr.v48i04a02","title":"Canadian blood suppliers: An expanding role in public health surveillance?","year":2022,"lang":"en","type":"article","venue":"Canada Communicable Disease Report","topic":"Blood donation and transfusion practices","field":"Business, Management and Accounting","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Agency of Canada; Université de Sherbrooke; Héma-Québec; University of Alberta; Canadian Blood Services; University of Ottawa","funders":"Canadian Blood Services","keywords":"Public health; Pandemic; Medicine; Environmental health; Seroprevalence; Public health surveillance; Asymptomatic; Population; Epidemiology; Infectious disease (medical specialty); Virology; Immunology; Disease; Coronavirus disease 2019 (COVID-19); Internal medicine; Serology; Pathology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001616757,0.0001540574,0.0002396149,0.0003881389,0.00122608,0.00029419,0.0006129068,0.00002035801,0.001900261],"category_scores_gemma":[0.0001694394,0.0001847582,0.00004417798,0.0008174659,0.00002365352,0.001006726,0.0002400023,0.0003634315,0.000003145223],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006334031,"about_ca_system_score_gemma":0.006610221,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.995248,"about_ca_topic_score_gemma":0.9991863,"domain_scores_codex":[0.9980037,0.0001315167,0.0004537285,0.000316607,0.0005382686,0.0005562325],"domain_scores_gemma":[0.9983864,0.00005434969,0.0002856284,0.0008955661,0.00009921829,0.0002788129],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003413274,0.0004964237,0.9739934,0.00008216678,0.00006391812,0.002862261,0.0001153685,0.0006127268,0.000008649996,0.00888179,0.009134845,0.003714294],"study_design_scores_gemma":[0.000581599,0.000005927493,0.1012366,0.000008048844,0.00001612486,0.00004476368,0.003376542,0.00109263,4.902317e-7,0.0003462417,0.8930241,0.0002669794],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8831986,0.001758682,0.000004670025,0.05756355,0.0006199928,0.0006270748,0.0001245777,0.0001470143,0.05595588],"genre_scores_gemma":[0.98913,0.00003579407,0.00002182859,0.009297821,0.00007274482,0.0001095604,0.001058858,0.00002968149,0.0002436876],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8838893,"threshold_uncertainty_score":0.9990214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02624318519620375,"score_gpt":0.2463602078351315,"score_spread":0.2201170226389277,"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."}}