{"id":"W4400653075","doi":"10.56367/oag-043-11542","title":"Learning from the COVID-19 Pandemic: Next-generation universal vaccines and immunotherapeutic research","year":2024,"lang":"en","type":"article","venue":"Open Access Government","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; 2019-20 coronavirus outbreak; Virology; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Medicine; Infectious disease (medical specialty); Outbreak; Disease","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":[0.01072199,0.001226009,0.001332781,0.001423979,0.001453711,0.005570131,0.001775333,0.009225644,0.01846713],"category_scores_gemma":[0.01198232,0.0004190738,0.001282108,0.0007268774,0.004150978,0.01154284,0.003791382,0.0150041,0.006334102],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003766004,"about_ca_system_score_gemma":0.007727542,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001339383,"about_ca_topic_score_gemma":0.00265606,"domain_scores_codex":[0.9953011,0.001496746,0.0002566767,0.0004455884,0.001765882,0.0007340422],"domain_scores_gemma":[0.988501,0.004010427,0.0007908103,0.0005128083,0.002719658,0.003465232],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002991067,0.000312318,0.001274529,0.001612808,0.00009401287,0.0003285045,0.0003064875,0.0004503199,0.002772419,0.03741141,0.670503,0.2846351],"study_design_scores_gemma":[0.00006118913,0.0002783442,0.0006089716,0.001444116,0.0000512794,0.0004841666,0.0006120139,0.0003824908,0.001146173,0.04722324,0.94766,0.00004805961],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001446569,0.2203694,0.005239425,0.718676,0.04019976,0.00006430213,0.0002365661,0.0003054726,0.01346243],"genre_scores_gemma":[0.03230273,0.3929703,0.01385205,0.4484535,0.08981726,0.0001552132,0.0006898961,0.0002012363,0.0215578],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01846713,"threshold_uncertainty_score":0.06177872,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3690398267696838,"score_gpt":0.4902364424243392,"score_spread":0.1211966156546554,"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."}}