{"id":"W4225124980","doi":"10.1101/2022.04.25.22274266","title":"Higher contact among vaccinated can be a mechanism for negative vaccine effectiveness","year":2022,"lang":"en","type":"preprint","venue":"medRxiv","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Public Health Ontario; University of Toronto","funders":"","keywords":"Mechanism (biology); Transmission (telecommunications); Observational study; Virology; Signature (topology); Medicine; Immunology; Biology; Computer science; Physics; Internal medicine; Mathematics","routes":{"ca_aff":true,"ca_fund":false,"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":[0.005902395,0.0005550888,0.0007741466,0.0005121268,0.0004493122,0.001654148,0.0008984897,0.001159069,0.007414003],"category_scores_gemma":[0.02687668,0.0003733198,0.000853249,0.0005056088,0.0009992536,0.001775066,0.0009245071,0.0013919,0.000753416],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007800381,"about_ca_system_score_gemma":0.0005038177,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002534595,"about_ca_topic_score_gemma":0.001464433,"domain_scores_codex":[0.9964194,0.001709657,0.0001782173,0.001072453,0.0002961954,0.0003240354],"domain_scores_gemma":[0.9867986,0.007908249,0.002909016,0.001578727,0.0004164843,0.0003890003],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002729708,0.000703768,0.7024214,0.001303629,0.002253851,0.00195129,0.002747316,0.0483532,0.03415106,0.1086451,0.007097851,0.08764189],"study_design_scores_gemma":[0.0003046215,0.00212822,0.427234,0.0004435033,0.001862297,0.00334651,0.002041337,0.2869064,0.02177551,0.238766,0.01495077,0.0002408331],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8727522,0.002414686,0.1047436,0.004647425,0.0003516283,0.0001876008,0.003185267,0.0003831774,0.01133439],"genre_scores_gemma":[0.9959084,0.0001585509,0.002255825,0.0001827881,0.00003976612,0.00004314201,0.00024454,0.00002228126,0.001144665],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007414003,"threshold_uncertainty_score":0.03121519,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04388161800503981,"score_gpt":0.3523392387318482,"score_spread":0.3084576207268084,"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."}}