{"id":"W2194096199","doi":"10.1111/ppa.12489","title":"Race structure and frequency of avirulence genes in the western Canadian <i>Leptosphaeria maculans</i> pathogen population, the causal agent of blackleg in brassica species","year":2015,"lang":"en","type":"article","venue":"Plant Pathology","topic":"Plant Disease Resistance and Genetics","field":"Agricultural and Biological Sciences","cited_by":64,"is_retracted":false,"has_abstract":true,"ca_institutions":"BC Research (Canada); University of Saskatchewan; Saskatoon Medical Imaging; Saskatoon City Hospital; Saskatchewan Health Authority; University of Manitoba","funders":"Canola Council of Canada","keywords":"Leptosphaeria maculans; Blackleg; Biology; Canola; Rapeseed; Allele; Population; Genotype; Brassica; Pathogen; Genetics; Veterinary medicine; Gene; Agronomy","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":[0.00013902,0.0001544709,0.0001568076,0.001376687,0.0004983344,0.0005571175,0.0002689881,0.0001945495,0.0008507651],"category_scores_gemma":[0.000299136,0.0001409786,0.0001513776,0.0006843644,0.0003659274,0.00009667163,0.0002131085,0.00021515,0.0001963258],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00127028,"about_ca_system_score_gemma":0.0009181529,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2990187,"about_ca_topic_score_gemma":0.446703,"domain_scores_codex":[0.9997037,0.00001424582,0.00001385723,0.000101912,0.00009519498,0.00007104085],"domain_scores_gemma":[0.9994624,0.00004175659,0.0002040099,0.00002835566,0.0001834401,0.00008006479],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002967773,0.00007382806,0.5012513,0.0000436734,0.00006313866,0.0001989566,0.001387728,0.0001398486,0.484478,0.000125345,0.0001972765,0.01174421],"study_design_scores_gemma":[0.000001563665,0.00003359095,0.9951646,0.000002912939,0.00001061756,0.0001022457,0.0002270714,0.00008136623,0.003821763,0.000005544523,0.0005448181,0.000003839715],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990244,0.00007256856,0.00008274622,0.000009141836,6.772595e-7,0.000006480387,0.0002003484,0.000004824959,0.0005987643],"genre_scores_gemma":[0.998457,0.00005883742,0.0002494204,0.00001670557,9.863435e-7,0.000005616938,0.0005974893,0.000003540728,0.0006104477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7009813,"threshold_uncertainty_score":0.5945564,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02163522228224315,"score_gpt":0.2123059372540883,"score_spread":0.1906707149718452,"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."}}