{"id":"W4308788554","doi":"10.3390/agriculture12111829","title":"Genome-Wide Association Study of Leaf Rust Resistance at Seedling and Adult Plant Stages in a Global Barley Panel","year":2022,"lang":"en","type":"article","venue":"Agriculture","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Olds College","funders":"","keywords":"Biology; Seedling; Quantitative trait locus; Genotype; Linkage disequilibrium; Heritability; Association mapping; Plant breeding; Locus (genetics); Hordeum vulgare; Genome-wide association study; Plant disease resistance; Single-nucleotide polymorphism; Horticulture; Veterinary medicine; Agronomy; Genetics; Poaceae; Gene; Medicine","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":[0.0001937203,0.000108554,0.0001874579,0.000006891709,0.0002441337,0.00001916868,0.0001335296,0.00007198922,0.00007642362],"category_scores_gemma":[0.00003786358,0.00004267842,0.00003388585,0.0003073793,0.00001130967,0.00002774897,0.0001580935,0.0001275981,0.000001527776],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001060425,"about_ca_system_score_gemma":0.000004083558,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004079971,"about_ca_topic_score_gemma":0.02130104,"domain_scores_codex":[0.998971,0.0001387947,0.0002021153,0.0002519998,0.0002316303,0.0002044069],"domain_scores_gemma":[0.9996418,0.0001001315,0.0001246566,0.00003518261,0.00005638036,0.0000418525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005921824,0.0002331351,0.9336057,0.000007635595,0.00001500649,0.00002187654,0.0009468752,0.00006663013,0.06313847,0.00003830629,0.001645757,0.0002213975],"study_design_scores_gemma":[0.0002843424,0.0003340479,0.9869964,0.000004957803,0.00001331727,0.000003798052,0.005607561,0.000001293297,0.0001786354,0.00006915303,0.006387929,0.0001185685],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9973202,0.00056941,6.342527e-8,0.001101197,0.00005977796,0.0002376055,0.0003325671,0.00001369929,0.0003654761],"genre_scores_gemma":[0.9984617,0.0001206221,0.00001268654,0.0001435651,0.00006801162,0.00002619447,0.0001713423,5.012773e-7,0.0009953972],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06295983,"threshold_uncertainty_score":0.9965577,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0126844554246468,"score_gpt":0.1966664845215166,"score_spread":0.1839820290968698,"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."}}