{"id":"W4289519291","doi":"10.3389/fsufs.2022.937200","title":"Mining alleles for tar spot complex resistance from CIMMYT's maize Germplasm Bank","year":2022,"lang":"en","type":"article","venue":"Frontiers in Sustainable Food Systems","topic":"Genetic Mapping and Diversity in Plants and Animals","field":"Biochemistry, Genetics and Molecular Biology","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Corteva Agriscience","keywords":"Germplasm; Biology; Agronomy; Hybrid; Plant disease resistance; Population; Allele; Biotechnology; Genetics; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004205718,0.0001990825,0.0003328591,0.0001085188,0.0004623436,0.00007281938,0.0003971339,0.0001050478,0.00002654977],"category_scores_gemma":[0.0000544521,0.0002260456,0.0001071786,0.0001347403,0.00004630642,0.000005751343,0.0002428418,0.00009577238,7.962068e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001092539,"about_ca_system_score_gemma":0.0001088261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001938037,"about_ca_topic_score_gemma":0.00004270851,"domain_scores_codex":[0.9982725,0.0001397635,0.0003059011,0.0005064156,0.0002152246,0.0005601486],"domain_scores_gemma":[0.9993346,0.00002726753,0.000148632,0.0003155905,0.00009225324,0.00008163661],"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":[0.0009632764,0.000122331,0.01153567,0.0003166666,0.0002570462,0.00007518087,0.0007877439,0.005059405,0.007252059,0.002334251,0.9711799,0.0001164844],"study_design_scores_gemma":[0.001256245,0.0004069419,0.001050633,0.00001999413,0.00002258267,0.000006151231,0.04656802,0.0005654044,0.0002965032,0.0003615927,0.9491259,0.0003199613],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9671176,0.01128972,0.01192755,0.000314143,0.001551494,0.001145723,0.001068573,0.00003836156,0.005546823],"genre_scores_gemma":[0.9632746,0.00004375781,0.004866664,0.0001174476,0.0002284219,0.0001911153,0.000509862,0.00002565978,0.03074245],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04578028,"threshold_uncertainty_score":0.9217871,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01533689350528696,"score_gpt":0.2122545009982907,"score_spread":0.1969176074930037,"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."}}