{"id":"W3211052076","doi":"10.1038/s41590-021-01054-5","title":"NIAID workshop on secondary vaccine effects","year":2021,"lang":"en","type":"article","venue":"Nature Immunology","topic":"Immune responses and vaccinations","field":"Immunology and Microbiology","cited_by":7,"is_retracted":false,"has_abstract":false,"ca_institutions":"McGill University Health Centre","funders":"","keywords":"Virology; Computational biology; Medicine; Biology; Immunology","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":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","research_integrity","insufficient_payload"],"consensus_categories":["research_integrity","insufficient_payload"],"category_scores_codex":[0.0001643819,0.0002816236,0.0004379701,0.000223853,0.000317331,0.00002127858,0.0003247914,0.001487966,0.00301678],"category_scores_gemma":[0.0008371723,0.000253763,0.0001929789,0.0004035652,0.00006284608,0.00008084121,0.000193081,0.002589285,0.001958387],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007385972,"about_ca_system_score_gemma":0.0002016378,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006415468,"about_ca_topic_score_gemma":0.00002302574,"domain_scores_codex":[0.9981032,0.0005265258,0.0002986557,0.0004804796,0.00003810312,0.000553023],"domain_scores_gemma":[0.9978773,0.0010902,0.0001082137,0.0007165722,0.0001888279,0.00001887663],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.001416915,0.0005796036,0.0002003444,0.00003450186,0.001029752,0.0002433022,0.0001850472,0.000003427469,0.8058909,0.03113011,0.04414992,0.1151362],"study_design_scores_gemma":[0.003631721,0.0003348753,0.04812885,0.00007695289,0.00006068166,0.0007101846,0.0001531957,7.472353e-7,0.3572825,0.0006247903,0.5886863,0.0003092226],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7465519,0.2146758,0.0001096558,0.00886293,0.009999168,0.0004027877,0.00004376362,0.0003422166,0.0190118],"genre_scores_gemma":[0.9663025,0.001129872,0.00009885817,0.002610478,0.00008594681,0.00004140976,0.000367258,0.00003905239,0.02932467],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5445364,"threshold_uncertainty_score":0.9999915,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004385066131158941,"score_gpt":0.2519916631507553,"score_spread":0.2476065970195963,"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."}}