{"id":"W6987415474","doi":"","title":"Sustainable crop protection. Results from the Pesticide Risk Reduction Program. A decision support system for knowledge-based management of Botrytis leaf blight of onion.","year":2019,"lang":"en","type":"report","venue":"The Atrium (University of Guelph)","topic":"Fungal Plant Pathogen Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada","keywords":"Blight; Decision support system; Botrytis; Crop; Pesticide; Reduction (mathematics); Decision system; Crop management","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001936453,0.0002429731,0.0005796662,0.00005460544,0.0004490869,0.00003010339,0.0008934683,0.0002794533,0.00004502017],"category_scores_gemma":[0.0002927098,0.0001013369,0.0004750269,0.000552787,0.0001850631,0.0001017917,0.0002365907,0.0002528502,0.00001295199],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002522982,"about_ca_system_score_gemma":0.000255303,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.009303346,"about_ca_topic_score_gemma":0.0005521078,"domain_scores_codex":[0.9978161,0.0002472328,0.0004903387,0.0004843529,0.0006583847,0.0003036245],"domain_scores_gemma":[0.9958462,0.0008638916,0.001608261,0.0003763376,0.001241863,0.00006350535],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"not_applicable","study_design_scores_codex":[0.03104294,0.00239028,0.001195197,0.009118858,0.003293904,0.0001793868,0.002207275,0.002836481,0.4399503,0.0006956017,0.1383543,0.3687355],"study_design_scores_gemma":[0.0110364,0.009714868,0.2259569,0.007426341,0.00957611,0.000127881,0.07922172,0.006150012,0.01154226,0.0004972811,0.6367661,0.001984131],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9664452,0.001954543,0.001277872,0.001803599,0.001435972,0.01305914,0.007622571,0.000185776,0.006215326],"genre_scores_gemma":[0.9898308,0.0002049843,0.0007623205,0.000001762337,0.0002281148,0.00001168212,0.0005504557,0.000004054209,0.008405819],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4984118,"threshold_uncertainty_score":0.9972938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0246341849103963,"score_gpt":0.2240682871982903,"score_spread":0.199434102287894,"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."}}