{"id":"W2097991649","doi":"10.7202/706088ar","title":"Comparison of decision methods to initiate fungicide applications against cercospora blight of carrot","year":2005,"lang":"en","type":"article","venue":"Phytoprotection","topic":"Genetics and Plant Breeding","field":"Agricultural and Biological Sciences","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université de Montréal; Agriculture and Agri-Food Canada; McGill University","funders":"McGill University","keywords":"Cercospora; Fungicide; Blight; Biology; Crop; Toxicology; Economic threshold; Relative humidity; Agronomy; Horticulture; Leaf spot; PEST analysis; Geography; Meteorology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002577652,0.00006949986,0.0001591252,0.00002618047,0.00007526804,0.000009329186,0.0001064515,0.00005542252,0.00004885942],"category_scores_gemma":[0.00002255552,0.00003205806,0.00005425388,0.0003823837,0.0000114787,0.00003854144,0.00002965534,0.0000630847,0.00001074832],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001330488,"about_ca_system_score_gemma":0.00000276856,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001138375,"about_ca_topic_score_gemma":0.0003071495,"domain_scores_codex":[0.9993209,0.00003554054,0.0002670659,0.0001464724,0.0001272183,0.000102803],"domain_scores_gemma":[0.9995868,0.00009271374,0.0001367723,0.00004990762,0.00008536117,0.00004842251],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001266873,0.00002916393,0.001029831,0.000003601992,0.000002257007,2.335549e-8,0.00003629009,0.0004322107,0.5820727,0.00003439925,0.00002294756,0.4163238],"study_design_scores_gemma":[0.00005390992,0.0001678389,0.04843356,0.00002719053,0.000008197958,0.000001231101,0.00008294053,0.000782554,0.9211267,0.0005716887,0.02865589,0.00008830157],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.966948,0.0001789787,0.03121254,0.0001240436,0.00006032124,0.0004122252,0.00002612974,0.00002071683,0.001017077],"genre_scores_gemma":[0.9779239,0.00001400617,0.02179245,0.00003177036,0.0001676136,0.00004263188,0.00001535377,6.923004e-7,0.00001154057],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4162355,"threshold_uncertainty_score":0.130729,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.064890130109982,"score_gpt":0.3535023806049537,"score_spread":0.2886122504949717,"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."}}