{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01680436,0.0008864774,0.0008828182,0.003801557,0.005750811,0.006223238,0.003926492,0.003220327,0.01266038],"category_scores_gemma":[0.03527373,0.0004418787,0.0005321286,0.006383894,0.003266816,0.0041938,0.003215764,0.003373026,0.001199053],"about_ca_system_candidate":true,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.07083004,"about_ca_system_score_gemma":0.2280351,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9804186,"about_ca_topic_score_gemma":0.9830283,"domain_scores_codex":[0.9891939,0.002444712,0.0004662529,0.000951634,0.004451389,0.002492183],"domain_scores_gemma":[0.9334549,0.00721958,0.002885449,0.002027572,0.0377659,0.01664671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"observational","study_design_scores_codex":[0.0001309358,0.00007974704,0.08069731,0.001067212,0.0001008259,0.0003517957,0.002738002,0.0004896927,0.0006704691,0.01862199,0.4905995,0.4044525],"study_design_scores_gemma":[0.00008745535,0.00009337939,0.1448274,0.003688905,0.0001380756,0.0004137278,0.0100858,0.001959488,0.0004518059,0.006529777,0.8315195,0.0002047096],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.01971725,0.04612717,0.00237213,0.87261,0.002793477,0.0002032861,0.003183403,0.0004944515,0.05249889],"genre_scores_gemma":[0.6249373,0.1193734,0.03021866,0.1855299,0.00268888,0.0003778621,0.00549189,0.0002771438,0.0311051],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.92917,"threshold_uncertainty_score":0.5139103,"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."}}