{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002665612,0.0006983987,0.0003978166,0.0005672776,0.00044206,0.0009296786,0.0001845838,0.0004296291,0.0007684786],"category_scores_gemma":[0.0003138387,0.0001533359,0.0002168585,0.0003100389,0.0002816976,0.0004172752,0.000423948,0.0004654213,0.0002624714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002675478,"about_ca_system_score_gemma":0.0003818405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004123616,"about_ca_topic_score_gemma":0.005228569,"domain_scores_codex":[0.9997141,0.00004619111,0.00001441585,0.00008564105,0.00007225385,0.00006748596],"domain_scores_gemma":[0.9997529,0.00004551775,0.00006906459,0.0000176936,0.0000489888,0.00006587657],"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":[0.0001226818,0.00004983853,0.006690525,0.0001304069,0.00001890891,0.00009437121,0.0001677587,0.00007012699,0.9881536,0.00003295948,0.00005098992,0.004417819],"study_design_scores_gemma":[0.0000481529,0.001572502,0.6758699,0.0001668674,0.0002242163,0.0009574854,0.002735878,0.002202756,0.3071374,0.0003574823,0.008634805,0.00009254173],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996322,0.001704099,0.0004133002,0.0001035242,0.000009087124,0.00002381836,0.0005291913,0.00004420123,0.0008507509],"genre_scores_gemma":[0.9965346,0.001041569,0.0008062685,0.00009741703,0.000006930413,0.00002859269,0.00074313,0.00001068477,0.0007310013],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004123616,"threshold_uncertainty_score":0.008199275,"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."}}