{"id":"W4399971490","doi":"10.17660/actahortic.2024.1398.14","title":"Is DOWNCAST an effective model for predicting onion downy mildew in Ontario, Canada?","year":2024,"lang":"en","type":"article","venue":"Acta Horticulturae","topic":"Garlic and Onion Studies","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Downy mildew; Biology; Agronomy","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007691002,0.0006239018,0.0005043205,0.0004981611,0.0009927384,0.001364591,0.000995486,0.0005962003,0.002027984],"category_scores_gemma":[0.001957617,0.0002407739,0.0004276614,0.0004636028,0.0003146389,0.0007375533,0.0002806331,0.0006976188,0.0003351414],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01779695,"about_ca_system_score_gemma":0.01306356,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9929108,"about_ca_topic_score_gemma":0.9937668,"domain_scores_codex":[0.999763,0.00003679806,0.000009373141,0.00005687162,0.0000440297,0.00008999233],"domain_scores_gemma":[0.9989886,0.0001906609,0.00006636761,0.00002709433,0.0005897597,0.0001376347],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001174016,0.000282004,0.6227664,0.0002549986,0.00038429,0.0002878352,0.0002648945,0.281299,0.00640608,0.001702294,0.02725051,0.05792758],"study_design_scores_gemma":[0.000113713,0.00007541467,0.2550734,0.00006753484,0.0001361259,0.00002536298,0.0008385136,0.7341978,0.001521487,0.0004936454,0.007407002,0.00004992536],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.980987,0.0009803027,0.003185305,0.002056752,0.0001011193,0.00007047974,0.007318447,0.0002811683,0.005019389],"genre_scores_gemma":[0.9875236,0.0003185388,0.001616663,0.0001434646,0.00001096952,0.00001205396,0.005698693,0.00003946549,0.004636638],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01779695,"threshold_uncertainty_score":0.1291265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02591637520079139,"score_gpt":0.2375972857538906,"score_spread":0.2116809105530992,"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."}}