{"id":"W3169385932","doi":"10.3389/fpls.2021.669997","title":"Validating the Strategic Deployment of Blackleg Resistance Gene Groups in Commercial Canola Fields on the Canadian Prairies","year":2021,"lang":"en","type":"article","venue":"Frontiers in Plant Science","topic":"Plant-Microbe Interactions and Immunity","field":"Agricultural and Biological Sciences","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada; University of Manitoba","funders":"Agriculture and Agri-Food Canada; Alberta Canola Producers Commission; Canola Council of Canada; Saskatchewan Canola Development Commission","keywords":"Blackleg; Leptosphaeria maculans; Canola; Biology; Population; Brassica; Cultivar; Agronomy; Biotechnology; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.001110941,0.0004570301,0.0002295001,0.001278871,0.002925141,0.001054734,0.00125354,0.0003265192,0.0004437503],"category_scores_gemma":[0.001732779,0.0003047847,0.000211629,0.001699851,0.001065826,0.000388252,0.0006928757,0.0005461567,0.0001434052],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02120413,"about_ca_system_score_gemma":0.01518826,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9704689,"about_ca_topic_score_gemma":0.9939266,"domain_scores_codex":[0.9986424,0.00008104507,0.00003809298,0.0003629047,0.0005827104,0.000292811],"domain_scores_gemma":[0.9969717,0.0001826332,0.000325054,0.0001461407,0.002001845,0.0003725334],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003555237,0.0002588425,0.8680158,0.0001131444,0.00009334864,0.0004971506,0.005988806,0.001062874,0.0924436,0.0003862885,0.000978396,0.02980622],"study_design_scores_gemma":[0.00000854725,0.0001366851,0.9894135,0.00001555479,0.0000286147,0.00006789841,0.003495812,0.0007388195,0.003279477,0.00002841716,0.002768777,0.00001780921],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958614,0.0001344577,0.0003923887,0.00008861478,0.000005242884,0.0001106501,0.0004977839,0.00001436983,0.002895277],"genre_scores_gemma":[0.99359,0.0002334278,0.003234799,0.0001084492,0.000002725534,0.0000618515,0.0008274034,0.000008358,0.001932971],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02953112,"threshold_uncertainty_score":0.1538475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03141556833463748,"score_gpt":0.2243712574616786,"score_spread":0.1929556891270411,"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."}}