{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008730034,0.0001062674,0.0001387222,0.00002950353,0.0001686029,0.00004008049,0.0000775249,0.00003814745,0.00000278562],"category_scores_gemma":[0.000009671713,0.00004554715,0.00002419574,0.00008559517,0.00001552104,0.00004299159,0.00001647885,0.00004001667,7.119677e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006391385,"about_ca_system_score_gemma":0.0001314052,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05223646,"about_ca_topic_score_gemma":0.9430484,"domain_scores_codex":[0.9991374,0.00002862536,0.0001358963,0.0002335075,0.00007140396,0.0003931406],"domain_scores_gemma":[0.9994912,0.0001133057,0.00002724956,0.00003375431,0.00001482129,0.0003197237],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.00136952,0.0006411247,0.05962207,0.007512745,0.0001863944,0.001855926,0.001197009,0.0004149311,0.000908546,0.1253423,0.06654569,0.7344037],"study_design_scores_gemma":[0.0002285946,0.00009064196,0.8002441,0.0003922042,0.00002023561,0.000006822419,0.001396474,0.0002595109,0.000007482652,0.005338121,0.1918076,0.0002082432],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8560857,0.118286,0.000002469003,0.01851037,0.0001137112,0.001100671,0.004563861,0.00004231981,0.001294981],"genre_scores_gemma":[0.9671325,0.0312912,0.00002038417,0.0009339242,0.00004030277,0.00008378923,0.0003745048,4.803211e-7,0.0001229286],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8908119,"threshold_uncertainty_score":0.9540748,"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."}}