{"id":"W4412777270","doi":"10.1079/planthealthcases.2025.0022","title":"Clubroot Disease in Canadian Canola: Challenges and Management Strategies for Modern Agriculture","year":2025,"lang":"en","type":"article","venue":"Plant Health Cases","topic":"Plant Disease Resistance and Genetics","field":"Agricultural and Biological Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Agriculture and Agri-Food Canada","funders":"","keywords":"Canola; Clubroot; Agriculture; Plant disease; Disease management; Business; Agronomy; Disease; Biotechnology; Biology; Medicine; Brassica; Ecology","routes":{"ca_aff":true,"ca_fund":false,"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":[0.0009356915,0.0004262928,0.0002202963,0.001329816,0.005720239,0.002810288,0.001557679,0.001505168,0.009849981],"category_scores_gemma":[0.001447495,0.0001175933,0.0002248151,0.001391357,0.001345568,0.001133406,0.001514763,0.001242617,0.0006606401],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02948155,"about_ca_system_score_gemma":0.05972924,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9457141,"about_ca_topic_score_gemma":0.9796864,"domain_scores_codex":[0.9992839,0.00006874405,0.00001731302,0.00006551925,0.0002998533,0.0002647976],"domain_scores_gemma":[0.9984242,0.000107208,0.0001145388,0.00002758782,0.0007340702,0.0005924299],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001887017,0.0003707412,0.06922597,0.001506397,0.00004339746,0.006044069,0.01010415,0.001586444,0.009068621,0.01830128,0.2178935,0.6656668],"study_design_scores_gemma":[0.00003227722,0.0001599097,0.1187854,0.00149728,0.00008837572,0.002475966,0.04634843,0.002006631,0.001315646,0.0092879,0.817834,0.0001682348],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.22507,0.09897305,0.00433506,0.471911,0.001772149,0.0004540596,0.001471929,0.0004403401,0.1955724],"genre_scores_gemma":[0.8369884,0.0784035,0.01278233,0.01615534,0.0006547276,0.000106055,0.001085915,0.00005391004,0.05376983],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.05428588,"threshold_uncertainty_score":0.2139046,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03071195188989169,"score_gpt":0.2572613033331568,"score_spread":0.2265493514432651,"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."}}