{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001749956,0.0002164072,0.0001292685,0.0003676311,0.0004861108,0.0002551168,0.0001166547,0.0002065197,0.0005595176],"category_scores_gemma":[0.0002405413,0.00009862842,0.0001626945,0.0004793018,0.0001474962,0.0001992245,0.0001635235,0.0002734692,0.0001211842],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003868195,"about_ca_system_score_gemma":0.0003089696,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01062261,"about_ca_topic_score_gemma":0.02105309,"domain_scores_codex":[0.9998808,0.00001125425,0.00001457906,0.00003199287,0.00002361622,0.00003776993],"domain_scores_gemma":[0.9997938,0.00002138401,0.00008764434,0.00001578613,0.0000466105,0.00003478158],"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":[0.0005141526,0.0001687836,0.2382876,0.00006824078,0.00003178258,0.0005329144,0.0008858904,0.0002157556,0.7451539,0.00008187097,0.0002626868,0.01379638],"study_design_scores_gemma":[0.000009800408,0.0003616941,0.9688224,0.00001198258,0.00003120796,0.0009270452,0.0005349327,0.0002345983,0.02722363,0.0000149707,0.001818674,0.000008928098],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992096,0.00005649648,0.000109224,0.00001362338,0.000001995302,0.00001656991,0.0002971529,0.000003972017,0.0002911913],"genre_scores_gemma":[0.9972754,0.0001342962,0.0007442273,0.00002376033,0.00000286871,0.00001342607,0.001442167,0.000004365688,0.0003595659],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01062261,"threshold_uncertainty_score":0.02112156,"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."}}