{"id":"W4385413635","doi":"10.3389/frym.2023.1022467","title":"Antibodies From Hen Eggs for Human Healthcare","year":2023,"lang":"en","type":"article","venue":"Frontiers for Young Minds","topic":"Animal health and immunology","field":"Veterinary","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Antibody; Virology; Pandemic; Human health; Specific antibody; Biology; Immunology; Coronavirus disease 2019 (COVID-19); Medicine; Disease; Infectious disease (medical specialty); Environmental health; Internal medicine","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":[0.0002117959,0.0002036684,0.0003962006,0.0001735425,0.0005645429,0.00002685485,0.0002632707,0.0002360502,0.00003799867],"category_scores_gemma":[0.00007678237,0.0002071574,0.0001717775,0.0001743952,0.00009336272,0.0001195073,0.0000669318,0.0001395965,0.0001112464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000105901,"about_ca_system_score_gemma":0.00008316393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009795589,"about_ca_topic_score_gemma":0.0001256539,"domain_scores_codex":[0.9983115,0.00004068099,0.0003572329,0.0004219885,0.0001084061,0.000760165],"domain_scores_gemma":[0.9992511,0.00008359508,0.0001182032,0.0003003739,0.0001280755,0.0001186055],"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":[0.004367494,0.00006547586,0.06899724,0.0004369196,0.0002254862,0.00002853518,0.003420134,2.642753e-7,0.003902718,0.002356831,0.9038556,0.01234334],"study_design_scores_gemma":[0.004820717,0.01348729,0.2251741,0.0001436251,0.0001510178,0.00003153778,0.01044815,0.001381827,0.0006502868,0.03684917,0.7058287,0.001033627],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9815475,0.002768578,0.005319016,0.002272565,0.00390425,0.00134508,0.001759978,0.0003706913,0.0007123899],"genre_scores_gemma":[0.9829591,0.0000696522,0.0063547,0.0003710432,0.0006149972,0.0004657326,0.002152232,0.0000776792,0.006934873],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1980269,"threshold_uncertainty_score":0.8447633,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08854123669660052,"score_gpt":0.3990313170150207,"score_spread":0.3104900803184202,"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."}}