{"id":"W2335192541","doi":"10.1094/phyto-12-15-0337-r","title":"Kenyan Isolates of <i>Puccinia graminis</i> f. sp. <i>tritici</i> from 2008 to 2014: Virulence to <i>SrTmp</i> in the Ug99 Race Group and Implications for Breeding Programs","year":2016,"lang":"en","type":"article","venue":"Phytopathology","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":92,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Agricultural Research Service; Department for International Development; Bill and Melinda Gates Foundation; U.S. Department of Agriculture","keywords":"Biology; Virulence; Stem rust; Puccinia; Kenya; Race (biology); Germplasm; Population; Genotype; Pathogen; Veterinary medicine; Gene; Genetics; Botany; Ecology; Demography","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":[0.00035079,0.0001523313,0.0002699273,0.00002312306,0.0001206378,0.00002567213,0.0003254217,0.0001081843,0.00001371116],"category_scores_gemma":[0.00005101735,0.00005472602,0.000061791,0.0002292842,0.0001118974,0.00004754164,0.0001046764,0.00006429922,0.00001334241],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000005953977,"about_ca_system_score_gemma":0.000004702667,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001862811,"about_ca_topic_score_gemma":0.001537814,"domain_scores_codex":[0.9987571,0.00008944506,0.0002886084,0.0004248983,0.00006013185,0.0003798016],"domain_scores_gemma":[0.9990945,0.0005529392,0.00006929151,0.0001264016,0.00005949551,0.00009740348],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00004918674,0.00009149229,0.1025032,0.000004817447,0.000001894177,0.000001135452,0.000196937,2.403841e-7,0.8196598,0.0005499956,0.001411855,0.07552943],"study_design_scores_gemma":[0.000566991,0.002982906,0.8874246,0.00007554416,0.00002913411,0.00006026986,0.0001544874,0.000004858566,0.02119565,0.01154946,0.07559042,0.0003657096],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9760061,0.0004881555,0.0004344856,0.02186993,0.0001100434,0.0006577765,0.0003056043,0.00001671273,0.0001112278],"genre_scores_gemma":[0.9951213,0.000394488,0.00149752,0.002437224,0.0002310121,0.0002522718,0.00003138855,0.000002342254,0.00003247891],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7984642,"threshold_uncertainty_score":0.2231662,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02378310148859909,"score_gpt":0.248903210948218,"score_spread":0.2251201094596189,"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."}}