{"id":"W2969961271","doi":"10.1094/pdis-04-19-0866-fe","title":"Virulence Dynamics and Breeding for Resistance to Stripe, Stem, and Leaf Rust in Canada Since 2000","year":2019,"lang":"en","type":"article","venue":"Plant Disease","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":43,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Saskatchewan","funders":"","keywords":"Biology; Cultivar; Triticale; Context (archaeology); Abiotic component; Agronomy; Crop; Frost (temperature); Resistance (ecology); Agriculture; Plant disease resistance; Geography; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00005695064,0.00006949637,0.00009595031,0.000006489552,0.00005407234,0.00002409189,0.00006726717,0.00002063736,0.00001158638],"category_scores_gemma":[0.000009034661,0.00003217274,0.000009410519,0.00006507945,0.00001234507,0.00002597372,0.0000284886,0.00003101368,0.000001107867],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003644162,"about_ca_system_score_gemma":0.00005098678,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.04174002,"about_ca_topic_score_gemma":0.8294517,"domain_scores_codex":[0.999461,0.00001181227,0.00008644359,0.0002010812,0.00006484984,0.0001748148],"domain_scores_gemma":[0.9996878,0.00009959075,0.000018477,0.0000273968,0.00001257765,0.000154167],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0008044316,0.00004855331,0.9182211,0.0001552762,0.000006192566,0.0000750575,0.00008729843,0.00004875724,0.03128757,0.002524347,0.001636944,0.0451045],"study_design_scores_gemma":[0.0002941163,0.000146469,0.9807819,0.0001053978,0.00001150857,0.000003718134,0.000342039,0.002376817,0.0002026206,0.0002396441,0.01520514,0.000290687],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996332,0.000681078,0.00000274805,0.0009986483,0.00007261363,0.0002083385,0.001594073,0.000004052953,0.0001064286],"genre_scores_gemma":[0.9989219,0.000103989,0.00003365916,0.0002856417,0.00003239341,0.000009141361,0.000060751,5.21788e-7,0.000552002],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7877117,"threshold_uncertainty_score":0.9646411,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01068021253565723,"score_gpt":0.1804437640035863,"score_spread":0.1697635514679291,"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."}}