{"id":"W4205810879","doi":"10.1111/nyas.14739","title":"Innovative vaccine approaches—a Keystone Symposia report","year":2022,"lang":"en","type":"article","venue":"Annals of the New York Academy of Sciences","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University","funders":"","keywords":"Coronavirus disease 2019 (COVID-19); Pandemic; Software deployment; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Medicine; Virology; Business; Computer science; Infectious disease (medical specialty)","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":[0.01266681,0.001948145,0.0008294133,0.002120062,0.001671518,0.007236369,0.001790528,0.006646752,0.01667037],"category_scores_gemma":[0.008551823,0.0006696287,0.001381346,0.0009033417,0.001978937,0.007345222,0.006724903,0.0127056,0.007603761],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002993003,"about_ca_system_score_gemma":0.006741537,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007415797,"about_ca_topic_score_gemma":0.001468913,"domain_scores_codex":[0.995104,0.0009122433,0.0003303844,0.0004965095,0.00201591,0.001140989],"domain_scores_gemma":[0.9922764,0.001186495,0.0003164377,0.0002615112,0.002178881,0.003780318],"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":[0.0001303083,0.0001969408,0.0002726238,0.0005251836,0.00003461782,0.0002600472,0.000123402,0.0002031488,0.001563901,0.01612731,0.8665453,0.1140172],"study_design_scores_gemma":[0.00002341554,0.0001214818,0.0003295529,0.0003252767,0.00001629746,0.0001554763,0.0001140828,0.0001462492,0.0004424531,0.004642311,0.9936714,0.00001209713],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"review","genre_scores_codex":[0.001496054,0.2144818,0.003436751,0.2461777,0.5033678,0.0002272543,0.0001742324,0.0002056099,0.03043284],"genre_scores_gemma":[0.02445718,0.268456,0.006553894,0.143351,0.4082066,0.0004231433,0.0006575822,0.0002456779,0.1476489],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.01667037,"threshold_uncertainty_score":0.0669893,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2162303915813093,"score_gpt":0.410133274357002,"score_spread":0.1939028827756927,"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."}}