{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001164048,0.0001776296,0.0002217135,0.00001225896,0.000193388,0.00004250121,0.0002130718,0.0001199127,0.00006344305],"category_scores_gemma":[0.00003480883,0.00005616745,0.00008528181,0.0002540299,0.00009712585,0.00002317238,0.000186781,0.00009936868,0.0001415788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000004049969,"about_ca_system_score_gemma":0.000005737576,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002091023,"about_ca_topic_score_gemma":0.00004915835,"domain_scores_codex":[0.9987731,0.0001435319,0.0001591351,0.0003931796,0.0001331168,0.0003979096],"domain_scores_gemma":[0.9995894,0.0001238798,0.00003902209,0.00008365437,0.00002561302,0.0001384669],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.00008457233,0.00002789493,0.0001442269,0.000005582331,0.0000116386,0.0002892688,0.00007265345,0.00002811391,0.9890303,0.0001897727,0.005421355,0.004694591],"study_design_scores_gemma":[0.0006948137,0.002415498,0.7526639,0.0000634196,0.0001028535,0.0002864098,0.002494075,0.000614705,0.1068529,0.01388937,0.1185642,0.001357876],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955307,0.000282524,0.000006356909,0.002709131,0.00005330293,0.0002339824,0.0009619633,0.00008000437,0.0001420769],"genre_scores_gemma":[0.9918236,0.0002716467,0.00001864182,0.007304075,0.00008187308,0.0000557442,0.0003201374,0.000001296872,0.000122948],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8821775,"threshold_uncertainty_score":0.2290442,"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."}}