{"id":"W4403761523","doi":"10.1094/pdis-07-24-1477-sc","title":"Development of a New Tool to Detect <i>Melampsora medusae</i> f. sp. <i>tremuloidae</i> Causing Rust Disease on <i>Populus tremuloides</i>","year":2024,"lang":"en","type":"article","venue":"Plant Disease","topic":"Bioenergy crop production and management","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"Agence Nationale de la Recherche","keywords":"Biology; Context (archaeology); Rust (programming language); Phytosanitary certification; Botany; Quarantine; Fungus; Ecology; Horticulture","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":[0.001314793,0.001599975,0.0009136451,0.001906316,0.0003862193,0.001025471,0.0009044432,0.001959038,0.001600089],"category_scores_gemma":[0.001567131,0.0008604804,0.0009059858,0.0005542883,0.0007773971,0.001030956,0.0007368062,0.001482197,0.001697229],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003332791,"about_ca_system_score_gemma":0.0005612732,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005265124,"about_ca_topic_score_gemma":0.001329851,"domain_scores_codex":[0.9981151,0.0003139332,0.0001021613,0.0007014379,0.0005962776,0.0001710948],"domain_scores_gemma":[0.9988631,0.0002922536,0.0002857537,0.00007067304,0.0003619324,0.0001261947],"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":[0.00007515961,0.0001126113,0.002819051,0.0003378468,0.00002992406,0.00008217814,0.00008311916,0.00013469,0.9786699,0.000179217,0.0002012003,0.0172753],"study_design_scores_gemma":[0.0000481816,0.001514457,0.01369849,0.0001213398,0.0002379729,0.001231803,0.0002688951,0.0105214,0.9554309,0.0003982306,0.01643312,0.00009529592],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4096063,0.01038988,0.5591291,0.001061343,0.001021937,0.001828764,0.003305834,0.004936349,0.008720575],"genre_scores_gemma":[0.4039645,0.003056702,0.5794022,0.0009774573,0.0001467005,0.001213528,0.003170786,0.0001821731,0.007885957],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001959038,"threshold_uncertainty_score":0.006953359,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02605610717866539,"score_gpt":0.227627881224843,"score_spread":0.2015717740461776,"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."}}