{"id":"W4400216566","doi":"10.3934/biophy.2024014","title":"COVID19 vaccines as boosters or first doses: simulating scenarios to minimize infections and deaths","year":2024,"lang":"en","type":"article","venue":"AIMS Biophysics","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Booster (rocketry); Pandemic; Booster dose; Population; Quarter (Canadian coin); Coronavirus disease 2019 (COVID-19); Public health; Medicine; Environmental health; Computer science; Virology; Immunology; Disease; Infectious disease (medical specialty); Immunization; Geography; Engineering; Antigen","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":[0.0002337707,0.0002748043,0.0004326092,0.00007393272,0.0003397962,0.000119927,0.0001291818,0.00009938607,0.00006353681],"category_scores_gemma":[0.004377518,0.0001899336,0.0001205002,0.0004953911,0.00006006124,0.0001326155,0.0003413614,0.0001829877,0.0001795352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001032612,"about_ca_system_score_gemma":0.00004957862,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003134444,"about_ca_topic_score_gemma":0.0001629959,"domain_scores_codex":[0.9986107,0.00005598997,0.0003726912,0.0004723793,0.0001512279,0.0003370601],"domain_scores_gemma":[0.9916117,0.007843736,0.00006639834,0.000281398,0.00006138017,0.0001353827],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.001566723,0.003563941,0.2051814,0.01779684,0.005280219,0.001204508,0.06120403,0.02038972,0.0130477,0.2807284,0.2223629,0.1676736],"study_design_scores_gemma":[0.003865373,0.003777813,0.02579314,0.004159557,0.001693682,0.0001117768,0.0045016,0.07059764,0.002162172,0.6133947,0.2655711,0.00437139],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739202,0.0004148074,0.01316105,0.009277536,0.0005564283,0.0009214785,0.00004487912,0.000709897,0.000993719],"genre_scores_gemma":[0.9905494,0.0001455962,0.005671601,0.002409199,0.0003244962,0.00008618752,0.00000343993,0.0000419784,0.0007680354],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3326663,"threshold_uncertainty_score":0.7745268,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1482102884508933,"score_gpt":0.418982571518093,"score_spread":0.2707722830671998,"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."}}