{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001462695,0.0008391556,0.0005205683,0.0007560077,0.0008033572,0.002008394,0.0007501831,0.002824964,0.4947264],"category_scores_gemma":[0.004293001,0.0002877306,0.0005152693,0.0003366245,0.0007007729,0.00136764,0.002766393,0.001763167,0.3345974],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000703554,"about_ca_system_score_gemma":0.001612296,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008571322,"about_ca_topic_score_gemma":0.00178338,"domain_scores_codex":[0.9988153,0.0002366197,0.00006579584,0.00020519,0.0004717149,0.0002053814],"domain_scores_gemma":[0.9975855,0.0002766869,0.0002234422,0.0002523988,0.0007167365,0.0009451747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0001314226,0.0001496575,0.001019316,0.0004833759,0.00001378543,0.0004549509,0.0001780903,0.00002795164,0.006371512,0.005611321,0.7192119,0.2663468],"study_design_scores_gemma":[0.00001658311,0.00007683523,0.0007309492,0.0001875712,0.00000431765,0.0006631414,0.00005815912,0.00002192265,0.0004817525,0.0008898787,0.9968646,0.000004257758],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.006776503,0.04487903,0.009155908,0.08047908,0.02013031,0.0007305723,0.002766324,0.004080412,0.8310019],"genre_scores_gemma":[0.02594925,0.01679702,0.007755406,0.02566023,0.003426174,0.0004275602,0.002073081,0.0005856824,0.9173256],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.4947264,"threshold_uncertainty_score":0.7207115,"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."}}