{"id":"W4414093962","doi":"10.3390/pathogens14090904","title":"Impact of Plasmodiophora brassicae on Canola Root and Rhizosphere Microbiomes and Its Implications for Clubroot Biocontrol","year":2025,"lang":"en","type":"article","venue":"Pathogens","topic":"Plant Disease Resistance and Genetics","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency; University of Alberta","funders":"Results Driven Agriculture Research","keywords":"Clubroot; Canola; Rhizosphere; Microbiome; Inoculation; Brassica; Microbial population biology; Obligate parasite; Obligate","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":[0.00004165624,0.00009456254,0.0001476677,0.00001139992,0.000113638,0.00002238769,0.0000708479,0.00005709786,0.000007894687],"category_scores_gemma":[0.00002749681,0.00003903477,0.00007344277,0.0001347629,0.0000318471,0.00001827665,0.00002145826,0.00002531101,8.288754e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001241863,"about_ca_system_score_gemma":0.00001968219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002436032,"about_ca_topic_score_gemma":0.0003640283,"domain_scores_codex":[0.999497,0.00001638176,0.0001133066,0.0001890642,0.00003090207,0.0001533301],"domain_scores_gemma":[0.9996266,0.0001714476,0.00004499063,0.00004073054,0.00004868293,0.00006755739],"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":[0.00007443881,0.00005246804,0.04345293,0.00001853676,0.00003578459,3.230223e-7,0.000007359669,0.000003176042,0.9406822,0.0004473189,0.0008440819,0.01438133],"study_design_scores_gemma":[0.0002284437,0.0001930247,0.9868456,0.00003186528,0.00003842766,0.000001723515,0.00001739461,0.00004086901,0.009730655,0.0005519611,0.002228803,0.00009130633],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.991729,0.003221937,0.000004567691,0.0006626532,0.0000166242,0.0003046999,0.003894315,0.00001226095,0.0001539759],"genre_scores_gemma":[0.9994464,0.0002480156,0.00002668098,0.00005216312,0.00002224238,0.00003148091,0.00006951363,6.548685e-7,0.0001028844],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9433926,"threshold_uncertainty_score":0.1591792,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01189217678666389,"score_gpt":0.2585031109163946,"score_spread":0.2466109341297306,"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."}}