{"id":"W4200228241","doi":"10.1093/ofid/ofab632","title":"Adapting Serosurveys for the SARS-CoV-2 Vaccine Era","year":2021,"lang":"en","type":"article","venue":"Open Forum Infectious Diseases","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":53,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Ottawa; Montreal Children's Hospital; Lunenfeld-Tanenbaum Research Institute; Mount Sinai Hospital; Institute of Infection and Immunity; Sinai Health System; University of Waterloo; McGill University Health Centre; University of Calgary; McGill University; University of Toronto","funders":"Public Health Agency of Canada","keywords":"Medicine; Pandemic; Herd immunity; Immunology; Coronavirus disease 2019 (COVID-19); Population; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Vaccination; Environmental health; Infectious disease (medical specialty); Disease; Internal medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.02582408,0.001053164,0.0005616278,0.00123366,0.0006655732,0.001188118,0.00120217,0.0008080343,0.002092717],"category_scores_gemma":[0.03057645,0.0003824352,0.0007541595,0.0007326964,0.0004915834,0.001616144,0.00160249,0.0009936667,0.001219316],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001206262,"about_ca_system_score_gemma":0.002139945,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005151098,"about_ca_topic_score_gemma":0.006419918,"domain_scores_codex":[0.9879447,0.008250832,0.001170768,0.0007330359,0.001265137,0.0006355372],"domain_scores_gemma":[0.989664,0.002235885,0.002269622,0.001937386,0.003065944,0.0008270887],"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":[0.001963245,0.00270789,0.6683026,0.0006994141,0.0003892804,0.0003839706,0.002283294,0.006891462,0.01398806,0.001007608,0.01388954,0.2874936],"study_design_scores_gemma":[0.0006045134,0.01343847,0.8941243,0.0009799175,0.0003513352,0.0005640135,0.003693223,0.01471035,0.0202509,0.003122802,0.04798561,0.0001746221],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"methods","genre_scores_codex":[0.8867804,0.001415746,0.05831111,0.005215688,0.001175856,0.0172627,0.005100316,0.001122231,0.02361605],"genre_scores_gemma":[0.8667291,0.001647987,0.1125142,0.003912556,0.0002827593,0.00895994,0.002810655,0.0001844501,0.002958312],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.02582408,"threshold_uncertainty_score":0.1365724,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05393963941547881,"score_gpt":0.3731008351826496,"score_spread":0.3191611957671708,"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."}}