{"id":"W3093896874","doi":"10.1109/mpuls.2020.3022137","title":"Developing Antibody Defenses","year":2020,"lang":"en","type":"article","venue":"IEEE Pulse","topic":"Viral Infections and Outbreaks Research","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"AbCellera (Canada)","funders":"Vanderbilt University","keywords":"Pandemic; Agency (philosophy); Coronavirus disease 2019 (COVID-19); 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Political science; Virology; Medicine; Business; Engineering ethics; Public relations; Engineering; Sociology; Infectious disease (medical specialty); Pathology","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":[],"consensus_categories":[],"category_scores_codex":[0.00005177532,0.00006401679,0.0001220864,0.00004412004,0.00006608676,0.00001974242,0.00003744592,0.00003784283,0.0002712023],"category_scores_gemma":[0.00007684709,0.00005189016,0.00005116761,0.0002502819,0.00002929013,0.00005005236,0.00002064486,0.000138873,0.0006262769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002799693,"about_ca_system_score_gemma":0.00009421979,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005358244,"about_ca_topic_score_gemma":0.000003724181,"domain_scores_codex":[0.9994286,0.00001513776,0.0001026872,0.0001385577,0.0001394159,0.0001755988],"domain_scores_gemma":[0.9996686,0.00001855674,0.00001264674,0.00008193288,0.00006992482,0.0001483598],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003498858,0.0001634451,0.06928094,0.0004283711,0.0001694413,0.0007097342,0.0007505877,0.00002879972,0.8368518,0.002065593,0.01824409,0.07095734],"study_design_scores_gemma":[0.003886641,0.00145789,0.1696757,0.0002841557,0.0001327938,0.0005214701,0.0004425511,0.004583666,0.4857811,0.0003767389,0.3321635,0.0006937277],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9679248,0.0001381874,0.008259159,0.01165155,0.0001540645,0.000185391,0.000004184812,0.0001163702,0.01156634],"genre_scores_gemma":[0.9955102,0.00007081577,0.0008884644,0.00264634,0.0003278416,0.00000527629,0.000009436999,0.00001241652,0.0005292152],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3510706,"threshold_uncertainty_score":0.8049732,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09359224601602978,"score_gpt":0.3891218134609379,"score_spread":0.2955295674449082,"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."}}