{"id":"W4410697292","doi":"10.3389/fagro.2025.1525588","title":"Genome-wide association mapping of net form net blotch resistance in barley at seedling and adult plant stages","year":2025,"lang":"en","type":"article","venue":"Frontiers in Agronomy","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Crop Industry Development Fund","funders":"","keywords":"Seedling; Biology; Resistance (ecology); Association mapping; Agronomy; Association (psychology); Botany; Genetics; Genotype; Gene; Psychology; Single-nucleotide polymorphism","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":[0.000273026,0.0000929493,0.000218178,0.00004505817,0.00006479724,0.00001936069,0.000105399,0.0001120211,0.00001284225],"category_scores_gemma":[0.00003819209,0.00004885758,0.00003060923,0.0002199624,0.00002973056,0.00004507307,0.00006218621,0.00008870198,5.550975e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001063518,"about_ca_system_score_gemma":0.000009396702,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001696728,"about_ca_topic_score_gemma":0.004449188,"domain_scores_codex":[0.9991877,0.00004978196,0.0002543433,0.0002086004,0.00006902861,0.0002305561],"domain_scores_gemma":[0.9997272,0.00009649531,0.00009080819,0.00003623941,0.00002162334,0.00002755758],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003176124,0.00001643913,0.9904354,0.00001696602,0.000007540559,0.000002113639,0.0003115562,0.000008143888,0.004078115,0.00005630224,0.002894325,0.002141324],"study_design_scores_gemma":[0.000257027,0.00002625727,0.9742471,0.00005556595,0.000005075208,1.524845e-7,0.0005180657,0.00005638515,0.0005781278,0.001740274,0.02241421,0.0001017729],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9935313,0.00262143,0.00005382346,0.0009989592,0.0001486773,0.0001604087,0.00003351517,0.000007385194,0.002444523],"genre_scores_gemma":[0.9954434,0.000703657,0.001706141,0.0001763021,0.00003890242,0.00001371066,0.00008990651,6.934108e-7,0.001827311],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01951988,"threshold_uncertainty_score":0.2482751,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00748415555129434,"score_gpt":0.1865245363178374,"score_spread":0.1790403807665431,"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."}}