{"id":"W3212269280","doi":"10.1016/j.antiviral.2021.105206","title":"Development and characterization of SARS-CoV-2 variant-neutralizing monoclonal antibodies","year":2021,"lang":"en","type":"article","venue":"Antiviral Research","topic":"SARS-CoV-2 and COVID-19 Research","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":false,"ca_institutions":"Public Health Agency of Canada","funders":"Public Health Agency; Public Health Agency of Canada","keywords":"Monoclonal antibody; Virology; Antigenicity; Neutralization; Antibody; Neutralizing antibody; Virus; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Biology; Vaccination; Pandemic; Coronavirus disease 2019 (COVID-19); Medicine; Immunology; Infectious disease (medical specialty)","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001152339,0.0001474911,0.0003477361,0.0003737808,0.0001943325,0.00008189135,0.0001320182,0.0001209168,0.000003705857],"category_scores_gemma":[0.0003346087,0.0001345028,0.00006227552,0.0007496602,0.0002750648,0.0002013566,0.0003100687,0.0004358931,0.00005475681],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006851451,"about_ca_system_score_gemma":0.0009177356,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001017451,"about_ca_topic_score_gemma":0.00004215142,"domain_scores_codex":[0.99747,0.0001961377,0.0003483455,0.0004337808,0.0009789998,0.0005727236],"domain_scores_gemma":[0.9987764,0.00017076,0.00004925186,0.0002919401,0.0006877191,0.00002392214],"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":[0.0001995718,0.0001801067,0.03572587,0.0003095241,0.0000766506,0.0005167485,0.0007199915,1.795242e-9,0.9453617,0.001160818,0.000075886,0.01567318],"study_design_scores_gemma":[0.0006384845,0.0001051465,0.07252772,0.0002054398,0.00000998615,0.00006257064,0.0001920839,0.0001146333,0.9029953,0.00009345901,0.02294201,0.0001131169],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941534,0.0002623928,0.0001212894,0.0004914234,0.00004997827,0.0002652745,0.000008722535,0.00002696414,0.004620566],"genre_scores_gemma":[0.9966657,0.0000938969,0.001250274,0.001633449,0.00009452203,0.00001915874,0.00002638126,0.00002649343,0.0001901893],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0423663,"threshold_uncertainty_score":0.5484866,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1618634451148625,"score_gpt":0.4262860896056333,"score_spread":0.2644226444907708,"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."}}