{"id":"W4402574276","doi":"10.1080/07060661.2024.2394492","title":"Virulence of <i>Puccinia coronata</i> var <i>avenae</i> f. sp. <i>avenae</i> (oat crown rust) in Canada during 2016 to 2020 and comparison of extensive vs intensive sampling methods","year":2024,"lang":"en","type":"article","venue":"Canadian Journal of Plant Pathology","topic":"Yeasts and Rust Fungi Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"Agriculture and Agri-Food Canada","keywords":"Rust (programming language); Crown (dentistry); Biology; Sampling (signal processing); Virulence; Agronomy; Botany; Engineering; Computer science; Programming language; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0003590251,0.0002002871,0.0006259938,0.0001856765,0.00006412608,0.00001219391,0.0002158702,0.000121993,0.00001756506],"category_scores_gemma":[0.0003313599,0.0001745802,0.00007804786,0.0001531594,0.0001514564,0.000008804923,0.00008868741,0.0002805123,9.538144e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001132201,"about_ca_system_score_gemma":0.00206533,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1564906,"about_ca_topic_score_gemma":0.7586369,"domain_scores_codex":[0.9984138,0.0001346761,0.0006696192,0.00028965,0.0001104409,0.0003817876],"domain_scores_gemma":[0.9987624,0.0001218697,0.0002561243,0.0001730013,0.0003571082,0.0003294422],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0005828273,0.00002248217,0.05041256,0.0003586762,0.0002784253,0.003525126,0.00196436,0.0009937703,0.9084973,0.00008071523,0.02808963,0.005194155],"study_design_scores_gemma":[0.002819625,0.002930453,0.1937666,0.003465608,0.0004396878,0.01396975,0.01159856,0.0002608444,0.6219362,0.0001900738,0.1471254,0.001497127],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9739271,0.02312952,0.0006464044,0.0005893458,0.0007664009,0.0001345698,0.000748801,0.000001477482,0.00005638478],"genre_scores_gemma":[0.9953651,0.001328515,0.002577677,0.0005214686,0.0001272355,0.000002644833,0.00002217563,0.00002040467,0.0000348022],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6021463,"threshold_uncertainty_score":0.8491265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01395960032278214,"score_gpt":0.2727199917257846,"score_spread":0.2587603914030025,"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."}}