{"id":"W3161537789","doi":"10.5539/jas.v13n6p100","title":"Directional Selection of Phakopsora pachyrhizi Towards Site-Specific Fungicides in Mato Grosso State","year":2021,"lang":"en","type":"article","venue":"Journal of Agricultural Science","topic":"Yeasts and Rust Fungi Studies","field":"Biochemistry, Genetics and Molecular Biology","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Phakopsora pachyrhizi; Fungicide; Soybean rust; Biology; Agronomy; Rust (programming language); Population; Urediniospore; Growing season; Medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001517816,0.0002640706,0.0003108902,0.0006404741,0.0001443552,0.0004709997,0.0002435352,0.0001706813,0.0006363595],"category_scores_gemma":[0.0001782145,0.0001084712,0.0002170128,0.0004995932,0.0001378689,0.0002227973,0.0001786731,0.0001894194,0.00009175576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004185349,"about_ca_system_score_gemma":0.0006397387,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004386208,"about_ca_topic_score_gemma":0.01254373,"domain_scores_codex":[0.9998935,0.00001264612,0.00001346466,0.00002184038,0.00004083461,0.00001754415],"domain_scores_gemma":[0.9998921,0.00002002219,0.00004596137,0.000003085219,0.00002870719,0.000009978547],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.0002373309,0.00009293727,0.01065454,0.02059665,0.0002027969,0.001281547,0.0007242446,0.001648869,0.3208175,0.002273148,0.003646517,0.637824],"study_design_scores_gemma":[0.00003460127,0.001418803,0.1784458,0.003112208,0.0008638323,0.005147316,0.001192473,0.001094333,0.07416484,0.00111024,0.7333632,0.00005248942],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.11989,0.8666444,0.001231163,0.0008838974,0.000128688,0.00004370434,0.0003485793,0.00004666709,0.01078299],"genre_scores_gemma":[0.3547588,0.6388013,0.00189631,0.0004807352,0.00007105772,0.00002124132,0.0003030011,0.00001230734,0.003655297],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004386208,"threshold_uncertainty_score":0.008721352,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008863754455265977,"score_gpt":0.2370004541263039,"score_spread":0.2281366996710379,"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."}}