{"id":"W4321019751","doi":"10.1016/j.pmpp.2023.101971","title":"A multilayer strategy is needed to uncover the clubroot pathogen mysteries","year":2023,"lang":"en","type":"article","venue":"Physiological and Molecular Plant Pathology","topic":"Plant Disease Resistance and Genetics","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval","funders":"Natural Sciences and Engineering Research Council of Canada; BASF Schweiz; Canada Foundation for Innovation; Génome Québec","keywords":"Clubroot; Biology; Obligate; Obligate parasite; Pathogen; Biotechnology; Resistance (ecology); Host (biology); Botany; Microbiology; Genetics; Agronomy; Brassica","routes":{"ca_aff":true,"ca_fund":true,"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":[0.005718639,0.001252647,0.002691782,0.002466071,0.002876831,0.006784631,0.002999993,0.00443981,0.008745892],"category_scores_gemma":[0.004406026,0.0006675253,0.001338165,0.000681626,0.006307445,0.02416911,0.006130478,0.01425468,0.003556628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001369221,"about_ca_system_score_gemma":0.003607577,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009885248,"about_ca_topic_score_gemma":0.002251846,"domain_scores_codex":[0.9987669,0.0002444041,0.00009217607,0.0002633317,0.000335398,0.0002977817],"domain_scores_gemma":[0.9930822,0.001808644,0.0004692493,0.00122847,0.001469722,0.001941682],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001119729,0.0007188804,0.009637035,0.002942786,0.0004931308,0.001290863,0.001528191,0.002098785,0.3361037,0.2253584,0.0377652,0.3809433],"study_design_scores_gemma":[0.0001224942,0.001077756,0.01382177,0.001420892,0.0003140922,0.003096454,0.009399144,0.007140624,0.034729,0.5320534,0.396278,0.0005464393],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1344082,0.196393,0.2602727,0.3520797,0.01596163,0.0007618629,0.001169013,0.003592567,0.03536128],"genre_scores_gemma":[0.4261232,0.158584,0.2797317,0.08686795,0.008758266,0.0008000109,0.001606526,0.00055767,0.0369707],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008745892,"threshold_uncertainty_score":0.0302434,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0286493381760505,"score_gpt":0.2318272633367621,"score_spread":0.2031779251607116,"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."}}