{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005823705,0.0004413152,0.0004102173,0.0008635556,0.0002659517,0.0004424774,0.0002485098,0.0004094193,0.001241502],"category_scores_gemma":[0.0004665289,0.0002861275,0.0005998448,0.001332912,0.0001886519,0.000171468,0.0003239012,0.0003452463,0.0002475775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001511788,"about_ca_system_score_gemma":0.0001965607,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001598481,"about_ca_topic_score_gemma":0.003381792,"domain_scores_codex":[0.9995263,0.00008630006,0.00003907122,0.0002371147,0.00006613518,0.00004515971],"domain_scores_gemma":[0.9996873,0.00009313275,0.0001224613,0.00003421516,0.0000214576,0.0000413782],"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":[0.00138141,0.0002506928,0.4057548,0.0001745753,0.0006467746,0.001494559,0.000623079,0.001201375,0.5599197,0.0004145437,0.0003793136,0.02775913],"study_design_scores_gemma":[0.0000331842,0.00009320943,0.9948851,0.000008062692,0.0001628203,0.0002419971,0.00007714329,0.0008660349,0.002956099,0.000088632,0.0005779791,0.000009713552],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973732,0.0002876657,0.00148275,0.00003272262,0.000007021329,0.00001031843,0.0004771171,0.00002391429,0.0003052471],"genre_scores_gemma":[0.9963261,0.0002165436,0.002115205,0.0000426672,0.000008729585,0.00001357148,0.0008824918,0.00001739036,0.0003772827],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001598481,"threshold_uncertainty_score":0.004153252,"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."}}