{"id":"W4319321879","doi":"10.3389/fpls.2023.1117788","title":"The chickpea root rot complex in Saskatchewan, Canada- detection of emerging pathogens and their relative pathogenicity","year":2023,"lang":"en","type":"article","venue":"Frontiers in Plant Science","topic":"Plant Pathogens and Fungal Diseases","field":"Biochemistry, Genetics and Molecular Biology","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"Ministry of Agriculture - Saskatchewan; U.S. Department of Agriculture; Washington State University; Agricultural Research Service; Montana State University; Agriculture and Agri-Food Canada; Western Grains Research Foundation","keywords":"Root rot; Biology; Verticillium dahliae; Macrophomina phaseolina; Fusarium; Fusarium oxysporum; Fusarium solani; Veterinary medicine; Pathogenicity; Phytophthora; Horticulture; Microbiology; Medicine","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":[0.0002889952,0.0004553975,0.0002438654,0.001170794,0.001925305,0.001216597,0.0006577135,0.0002874868,0.001688385],"category_scores_gemma":[0.0005196502,0.0003601543,0.0002286776,0.002027133,0.0005049456,0.0002800016,0.0004993129,0.0003204632,0.0003042453],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01632784,"about_ca_system_score_gemma":0.02037805,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9881762,"about_ca_topic_score_gemma":0.9976076,"domain_scores_codex":[0.9996212,0.00002791297,0.00002688555,0.0000929643,0.0001316683,0.00009936633],"domain_scores_gemma":[0.9985242,0.00008048648,0.0001677463,0.00004013013,0.0009145751,0.0002729496],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002063949,0.00006282992,0.935444,0.0001825047,0.0001377473,0.0008700974,0.001622704,0.0004589836,0.03750832,0.0002037389,0.00141002,0.02189271],"study_design_scores_gemma":[0.000008264481,0.00003035867,0.9948863,0.0000239391,0.00002045151,0.0001430588,0.001599995,0.0003096658,0.0008891809,0.00001659885,0.002059338,0.00001274876],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9918515,0.0008301106,0.0002564979,0.0001650878,0.00001200449,0.0001073125,0.003002819,0.0000223235,0.003752284],"genre_scores_gemma":[0.99085,0.0009043803,0.001274744,0.0001756222,0.000003197313,0.00004864672,0.002511714,0.00000969646,0.00422217],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01632784,"threshold_uncertainty_score":0.1184673,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007749943746799245,"score_gpt":0.2036419838550997,"score_spread":0.1958920401083005,"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."}}