{"id":"W3160396447","doi":"10.1089/vim.2021.0075","title":"Herd Immunity Against COVID-19: More Questions Than Answers","year":2021,"lang":"en","type":"article","venue":"Viral Immunology","topic":"Vaccine Coverage and Hesitancy","field":"Social Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Herd immunity; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Virology; Immunity; Biology; Pandemic; Immunology; Medicine; Immune system; Vaccination; Infectious disease (medical specialty); Disease; Outbreak; Pathology","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":[0.0002864379,0.0001209166,0.0002021745,0.00007934392,0.001055998,0.00006384545,0.0003283398,0.0002087605,0.0007818592],"category_scores_gemma":[0.001089415,0.0001301443,0.0001148633,0.0003786735,0.0001475344,0.0002487269,0.0001216463,0.0003148667,0.000188138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002294298,"about_ca_system_score_gemma":0.001017299,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00513643,"about_ca_topic_score_gemma":0.005707408,"domain_scores_codex":[0.9984493,0.0005555247,0.0002029631,0.0002378044,0.0001359635,0.0004185018],"domain_scores_gemma":[0.9991426,0.0001411296,0.00006963222,0.0003764786,0.0001299734,0.0001401499],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003645086,0.001550654,0.1588992,0.00009563153,0.001021537,0.002383516,0.1354496,0.0002416636,0.1160811,0.4715017,0.05205663,0.06035416],"study_design_scores_gemma":[0.001158452,0.0001438372,0.09056527,0.00002893536,0.00005001345,0.00002683869,0.03042625,0.00001378602,0.001518467,0.01165442,0.8638918,0.0005218851],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9390588,0.005180078,0.0003357286,0.02709369,0.0008368833,0.0001465795,0.00001750597,0.0002308052,0.02709989],"genre_scores_gemma":[0.986881,0.002263461,0.0001897379,0.00424925,0.0001788002,0.00001725966,0.00004733019,0.00001282719,0.006160337],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8118352,"threshold_uncertainty_score":0.856081,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.026643168840889,"score_gpt":0.333977104673276,"score_spread":0.307333935832387,"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."}}