{"id":"W2599585594","doi":"","title":"Genetic selection for immunity : technology","year":2014,"lang":"en","type":"article","venue":"˜The œdairy mail/˜The œDairy mail","topic":"Animal Genetics and Reproduction","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"","keywords":"Herd; Selection (genetic algorithm); Pasture; Herd immunity; Business; Biotechnology; Operations management; Agricultural science; Economics; Biology; Computer science; Animal science; Ecology; Immunology; Artificial intelligence","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0009039061,0.0003958138,0.0002883921,0.0001132338,0.0009239257,0.00007494036,0.0008207884,0.0004757002,0.00004891711],"category_scores_gemma":[0.0001111928,0.0002756208,0.0002572426,0.0003999237,0.0004702096,0.000007409331,0.0003418264,0.0004015306,0.00009206859],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004414584,"about_ca_system_score_gemma":0.0001153227,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008737426,"about_ca_topic_score_gemma":0.0004635461,"domain_scores_codex":[0.9975768,0.000250373,0.0004639584,0.0008074575,0.0002368268,0.0006646374],"domain_scores_gemma":[0.9979756,0.00005377802,0.0002524643,0.001332668,0.0002902082,0.00009528072],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0006482484,0.0003124604,0.006180586,0.0001058275,0.0003634449,0.000001402452,0.0002404171,0.001650309,0.8869439,0.001403718,0.0334422,0.06870748],"study_design_scores_gemma":[0.001159889,0.001698898,0.0139587,0.00001929674,0.0001898824,0.0002335404,0.0004270313,0.003161168,0.06575118,0.004482188,0.9082386,0.0006796631],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9486921,0.002175392,0.04184932,0.002808985,0.001220129,0.001227029,0.0000212482,0.0001481012,0.001857663],"genre_scores_gemma":[0.9864582,0.0002930026,0.001347221,0.0005666995,0.001707098,0.000263572,0.00005651798,0.00008983381,0.009217829],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8747963,"threshold_uncertainty_score":0.9999696,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008365605363871749,"score_gpt":0.2281810919015672,"score_spread":0.2198154865376955,"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."}}