{"id":"W2081902566","doi":"10.3390/antib3020205","title":"Engineered Bovine Antibodies in the Development of Novel Therapeutics, Immunomodulators and Vaccines","year":2014,"lang":"en","type":"article","venue":"Antibodies","topic":"Monoclonal and Polyclonal Antibodies Research","field":"Medicine","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Canadian Food Inspection Agency; Queen's University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Antibody; Biology; Immunoglobulin light chain; Gene; Genetics; Computational biology","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":[0.0005528069,0.0001993105,0.000395523,0.0001878735,0.0001177835,0.00002085649,0.0001641257,0.00006310642,0.0000155708],"category_scores_gemma":[0.00007647163,0.0001181719,0.00006741109,0.0001769359,0.0001684395,0.00006450889,0.00009573218,0.0001870557,0.000005952556],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001107345,"about_ca_system_score_gemma":0.00005684172,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001037793,"about_ca_topic_score_gemma":0.00009874468,"domain_scores_codex":[0.9986977,0.00004450555,0.0004169106,0.0002112798,0.0003260239,0.0003036061],"domain_scores_gemma":[0.9992799,0.0002520208,0.00006917166,0.000242804,0.0001106082,0.00004545779],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006402828,0.0007067761,0.7974874,0.0008918387,0.0004340801,0.00001184676,0.01150026,0.00001105268,0.1448386,0.005839522,0.0002642886,0.03737402],"study_design_scores_gemma":[0.001138457,0.0002469957,0.9696132,0.000184194,0.0000385213,0.00004217096,0.0008135997,0.0009682689,0.0159803,0.0001152894,0.01068629,0.0001727421],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940088,0.002254869,0.0002461519,0.001627314,0.00006641425,0.0002307302,0.000006523012,0.00001926954,0.001539922],"genre_scores_gemma":[0.994907,0.0006496397,0.003645749,0.0002701722,0.0000837531,0.00000720236,0.00002283093,0.0000157172,0.0003979915],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1721257,"threshold_uncertainty_score":0.481891,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03762164436213006,"score_gpt":0.3140792634477084,"score_spread":0.2764576190855783,"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."}}