{"id":"W4414738085","doi":"10.1111/mpp.70159","title":"Biosurveillance of Invasive Southern Corn Rust: Insights Into Recent Migration Patterns and Virulence Variation","year":2025,"lang":"en","type":"article","venue":"Molecular Plant Pathology","topic":"Wheat and Barley Genetics and Pathology","field":"Agricultural and Biological Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"Alliance of International Science Organizations; Dali University; Chinese Academy of Sciences; China Agricultural University; Henan Agricultural University; National Natural Science Foundation of China","keywords":"Virulence; Lineage (genetic); Gene flow; Pathogen; Agriculture; Colonization; Coevolution; Outbreak; Population genomics; Host (biology)","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004193921,0.0002281538,0.0001459857,0.0007658905,0.0002279822,0.0004534916,0.0001333893,0.0001589484,0.000386596],"category_scores_gemma":[0.0003810532,0.00005390417,0.0001321524,0.0006079934,0.0001916737,0.0003415167,0.0002804914,0.0002379509,0.00007189927],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001901127,"about_ca_system_score_gemma":0.0001839029,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002817984,"about_ca_topic_score_gemma":0.005512049,"domain_scores_codex":[0.9998648,0.00002582164,0.000007387316,0.00005240188,0.00002161664,0.00002802817],"domain_scores_gemma":[0.9996519,0.00005117967,0.0001666786,0.00002074289,0.0000580397,0.00005146659],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001113747,0.00003391094,0.8453625,0.0001069141,0.00007715691,0.0002296973,0.001270822,0.0009538443,0.116938,0.0001590305,0.0001799888,0.03457682],"study_design_scores_gemma":[0.00000129499,0.00006521891,0.993664,0.00001225667,0.00002181678,0.0001450399,0.001045373,0.001366968,0.002534435,0.0001349337,0.001001948,0.000006726169],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.99818,0.0003042104,0.0008919579,0.00003877018,0.000002926316,0.000005441762,0.0002420952,0.000009173472,0.0003254625],"genre_scores_gemma":[0.9986749,0.0001905609,0.0006781965,0.0000168578,0.000005204229,0.000004182764,0.0002923283,0.000003571289,0.0001343014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002817984,"threshold_uncertainty_score":0.005603194,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007698928839766907,"score_gpt":0.1935462153037658,"score_spread":0.1858472864639989,"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."}}