{"id":"W3185559024","doi":"10.3389/fpubh.2021.539325","title":"Measles Serosurveys: A Solution in Search of the Right Problem","year":2021,"lang":"en","type":"article","venue":"Frontiers in Public Health","topic":"Virology and Viral Diseases","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"Canadian Immunization Research Network; World Health Organization","keywords":"Medicine; Measles; Public opinion; Public health; Virology; Law; Vaccination; Political science; Politics; Pathology","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":[0.02437191,0.001983545,0.00271586,0.00373558,0.002875653,0.006419742,0.003511629,0.009287355,0.01970271],"category_scores_gemma":[0.06348279,0.0006308673,0.001366623,0.001702274,0.005491959,0.009443165,0.00623063,0.01457756,0.00572293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00414005,"about_ca_system_score_gemma":0.01401868,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009094765,"about_ca_topic_score_gemma":0.008882418,"domain_scores_codex":[0.9858119,0.007932534,0.001073719,0.00269643,0.001501524,0.000983779],"domain_scores_gemma":[0.9487769,0.023237,0.0037681,0.003004899,0.01461581,0.006597197],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0004081801,0.000400031,0.01467544,0.002620474,0.0004048795,0.001371541,0.001170832,0.001737637,0.001493743,0.06119522,0.4967699,0.4177522],"study_design_scores_gemma":[0.0006310882,0.0005216306,0.01598324,0.0110318,0.000443111,0.003364781,0.009344558,0.01332626,0.001586763,0.473193,0.4701503,0.0004235927],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.002009987,0.01301279,0.0257635,0.9469162,0.005918273,0.00009904712,0.0004408533,0.0004319477,0.005407382],"genre_scores_gemma":[0.2037668,0.07586577,0.1973729,0.4358328,0.05928661,0.000924411,0.002416592,0.0008400343,0.02369403],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.02437191,"threshold_uncertainty_score":0.1288925,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04773549618333622,"score_gpt":0.3138859111062823,"score_spread":0.2661504149229461,"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."}}