{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.006514748,0.0007520581,0.0007764102,0.0009894614,0.0003545891,0.001942324,0.00175553,0.001694318,0.01468252],"category_scores_gemma":[0.01196406,0.0002558861,0.0007110037,0.0006739785,0.0009620526,0.003917089,0.001006474,0.003130446,0.003228337],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001683019,"about_ca_system_score_gemma":0.002477013,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002050214,"about_ca_topic_score_gemma":0.002284514,"domain_scores_codex":[0.9969015,0.001000204,0.0002349889,0.0004605894,0.001024951,0.0003777258],"domain_scores_gemma":[0.9915934,0.003605585,0.001831212,0.0005354504,0.001812572,0.0006217709],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.000428896,0.0007642788,0.01968243,0.00572106,0.0001843984,0.000292746,0.00039812,0.005494816,0.02773404,0.01829445,0.0838626,0.8371422],"study_design_scores_gemma":[0.000140424,0.003979269,0.03234553,0.007235287,0.0004291046,0.003006565,0.001795953,0.008126121,0.02925685,0.02971506,0.8838447,0.0001251873],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.1907578,0.5120634,0.07173519,0.135556,0.00758969,0.002163542,0.005017881,0.002734012,0.07238258],"genre_scores_gemma":[0.6018161,0.2139495,0.09334061,0.0658421,0.004996911,0.00133215,0.004933806,0.0004698079,0.01331909],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01468252,"threshold_uncertainty_score":0.04911798,"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."}}