{"id":"W4321489584","doi":"10.1201/9781003320340-18","title":"COVID-19 Confirmed Case Prediction after Vaccination Using Deep Learning Models","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"COVID-19 epidemiological studies","field":"Mathematics","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Virology; Vaccination; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Artificial intelligence; Medicine; Computer science; Infectious disease (medical specialty); Outbreak; Internal medicine","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":[0.001457043,0.001166677,0.0006853454,0.001019581,0.0002219122,0.0006979015,0.0009471898,0.0009268656,0.0009988929],"category_scores_gemma":[0.004156415,0.0003458229,0.0009473807,0.0005771102,0.0002535869,0.0009862554,0.0006513172,0.001271934,0.0004142972],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001070429,"about_ca_system_score_gemma":0.001063248,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03697441,"about_ca_topic_score_gemma":0.0307257,"domain_scores_codex":[0.9994895,0.0001127815,0.00004824856,0.0001589056,0.00006488999,0.0001255624],"domain_scores_gemma":[0.9982606,0.0009366812,0.000245474,0.0000941047,0.0003565612,0.0001066595],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0002677962,0.0002900467,0.07343095,0.00009736663,0.0001545929,0.0003002778,0.00007935987,0.8826091,0.001210112,0.0004540312,0.003250678,0.03785566],"study_design_scores_gemma":[0.000006862933,0.00004315379,0.004793474,0.0000120011,0.00001272062,0.0000136352,0.00002167642,0.9940563,0.0004675131,0.0003977946,0.0001662216,0.00000865428],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9552859,0.001225398,0.03634259,0.00134525,0.0002520657,0.0000508446,0.002709635,0.0007916776,0.001996682],"genre_scores_gemma":[0.987919,0.0002141489,0.007083896,0.0001456887,0.00005053578,0.0000297008,0.003322091,0.00002071658,0.001214243],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03697441,"threshold_uncertainty_score":0.0735184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4394322037723385,"score_gpt":0.4255423516838,"score_spread":0.01388985208853849,"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."}}