{"id":"W6978240936","doi":"10.6084/m9.figshare.7618562.v1","title":"Optimizing management of cercospora leaf spot (<i>Cercospora beticola</i>) of sugarbeet in the wake of fungicide resistance","year":2019,"lang":"en","type":"article","venue":"Figshare","topic":"Fungal Plant Pathogen Control","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fungicide; Cercospora; Sugar beet; Leaf spot; Mancozeb; Plant disease resistance","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002143511,0.0001303491,0.000302744,0.00001775279,0.00002403064,0.00001228544,0.0005700156,0.00007433697,0.01477061],"category_scores_gemma":[0.00005525948,0.00005179719,0.0001143089,0.0003887634,0.00001179268,0.00008386374,0.00009137135,0.0001024935,0.00007407409],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001385452,"about_ca_system_score_gemma":0.000007164328,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002515837,"about_ca_topic_score_gemma":0.0002471102,"domain_scores_codex":[0.9987551,0.00006789941,0.0003946967,0.0002271415,0.0003387803,0.0002163747],"domain_scores_gemma":[0.9991011,0.0003381468,0.0002938089,0.0001547836,0.00008314972,0.00002898287],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0005388173,0.0004466969,0.01264091,0.001707732,0.00009265701,0.000112308,0.0006198871,0.0005319014,0.9500444,0.000758766,0.02751253,0.004993425],"study_design_scores_gemma":[0.001498036,0.0007180351,0.8073258,0.009024716,0.00007933861,0.000008483564,0.004187911,0.0002183608,0.1267942,0.0001759155,0.04921535,0.0007537745],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9296821,0.001017787,9.794652e-8,0.0001971455,0.00002898764,0.0006977072,0.059746,0.00001339369,0.008616826],"genre_scores_gemma":[0.9945308,0.000009604746,0.0001787997,0.00006690154,0.00002375275,0.00002598219,0.004885959,0.000001475257,0.0002767441],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8232501,"threshold_uncertainty_score":0.98613,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01921238270706688,"score_gpt":0.2010869913501886,"score_spread":0.1818746086431217,"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."}}