{"id":"W4309269842","doi":"10.1016/j.amsu.2022.104961","title":"Increasing reinfections and decreasing effectiveness of COVID-19 vaccines urge the need for vaccine customization","year":2022,"lang":"en","type":"article","venue":"Annals of Medicine and Surgery","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":22,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Medicine; Pandemic; Vaccination; Coronavirus disease 2019 (COVID-19); Public health; Transmission (telecommunications); Environmental health; Disease; Intensive care medicine; Virology; Infectious disease (medical specialty)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006152272,0.0001427685,0.0006415593,0.0005202127,0.0003488545,0.000007028187,0.0000607733,0.00005205953,0.00001905967],"category_scores_gemma":[0.00704219,0.00009841545,0.0001153133,0.0006478819,0.0001454336,0.00007499552,0.00008288626,0.0001606007,1.076841e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002625282,"about_ca_system_score_gemma":0.0003607569,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001801382,"about_ca_topic_score_gemma":0.0000188744,"domain_scores_codex":[0.9982502,0.0004958658,0.0004445314,0.000237489,0.0003432248,0.0002287055],"domain_scores_gemma":[0.9907754,0.008386543,0.0001993515,0.0002294348,0.0003157263,0.00009351895],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.009579509,0.0002531469,0.8865656,0.003134256,0.000350618,0.00002848404,0.0008206047,0.00001845708,0.07308511,0.0007128151,0.01356357,0.01188787],"study_design_scores_gemma":[0.01732195,0.003411905,0.5302316,0.001955802,0.001180613,0.001996831,0.007060805,0.003889703,0.06067533,0.005214182,0.3663629,0.0006983881],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9825801,0.005346208,0.0007339698,0.01040514,0.000110064,0.0006637684,0.00001013754,0.00002603678,0.000124623],"genre_scores_gemma":[0.9794295,0.0003438861,0.00002268729,0.01990626,0.0001480982,0.000100803,0.00002136216,0.00002058121,0.000006796478],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3563339,"threshold_uncertainty_score":0.8430668,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09706195091878243,"score_gpt":0.39410224358406,"score_spread":0.2970402926652776,"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."}}