{"id":"W4307621439","doi":"10.3390/plants11212905","title":"Identification of Disease Resistance Parents and Genome-Wide Association Mapping of Resistance in Spring Wheat","year":2022,"lang":"en","type":"article","venue":"Plants","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Saskatchewan; University of Alberta","funders":"Saskatchewan Wheat Development Commission; Alberta Wheat Commission; Western Grains Research Foundation; Agriculture and Agri-Food Canada; Alberta Crop Industry Development Fund","keywords":"Biology; Rust (programming language); Genome-wide association study; Association mapping; Cultivar; Plant disease resistance; Genotype; Agronomy; Grain yield; Leaf spot; Quantitative trait locus; Genetic association; Genetics; SNP; Single-nucleotide polymorphism; Gene","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":[0.0002704056,0.00003670716,0.0000872195,0.0000142442,0.00006591632,0.000005496853,0.00007216353,0.00001624788,0.00001671462],"category_scores_gemma":[0.00004095686,0.00002049337,0.00001543466,0.0001043676,0.00001015663,0.0000209307,0.00003867573,0.00003782928,3.901926e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002130717,"about_ca_system_score_gemma":0.000003580108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002988012,"about_ca_topic_score_gemma":0.0007695477,"domain_scores_codex":[0.9994244,0.00006062782,0.0001858406,0.0001165408,0.0001240526,0.00008853411],"domain_scores_gemma":[0.9997231,0.00008112381,0.0001300029,0.00002783952,0.00001583932,0.00002213619],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005741367,0.00003039718,0.7233391,0.00002020716,0.000002152948,0.000001726916,0.0001547945,0.000008013743,0.2760683,0.00002766289,0.00003085177,0.0002594068],"study_design_scores_gemma":[0.00007064613,0.00001113937,0.99666,0.00001496664,0.000002568956,4.872079e-8,0.0001587243,0.000007179153,0.001375927,0.0005112262,0.001147365,0.00004022565],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979835,0.001322614,0.000001386383,0.0002824457,0.00004635146,0.00006984918,0.0001737569,0.000003230815,0.0001168717],"genre_scores_gemma":[0.9993538,0.000239101,0.00001409159,0.00002094841,0.00001318577,0.000008106393,0.0000342524,3.268534e-7,0.0003162444],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2746924,"threshold_uncertainty_score":0.08356955,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0166203947194847,"score_gpt":0.2052366733405993,"score_spread":0.1886162786211146,"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."}}