{"id":"W4410702538","doi":"10.1007/s10530-025-03603-7","title":"Seasonal risks of Melanagromyza sojae (Diptera: Agromyzidae) in the central soybean-producing regions of the American continent","year":2025,"lang":"en","type":"article","venue":"Biological Invasions","topic":"Insect and Pesticide Research","field":"Agricultural and Biological Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université Laval; Ministère de l'Agriculture, des Pêcheries et de l'Alimentation","funders":"Fundação de Amparo à Pesquisa do Estado de Minas Gerais; Conselho Nacional de Desenvolvimento Científico e Tecnológico; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior","keywords":"Biology; Agromyzidae; Larva; Agronomy; Ecology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00009918024,0.0001399732,0.00007630995,0.0004267911,0.0002553804,0.0002400915,0.0001037801,0.000132132,0.0005119494],"category_scores_gemma":[0.0001600419,0.00006073086,0.00008825014,0.0001986621,0.0001702101,0.0001401146,0.0002504137,0.0001175202,0.00004346644],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002950758,"about_ca_system_score_gemma":0.0001327674,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01304221,"about_ca_topic_score_gemma":0.05173307,"domain_scores_codex":[0.9999564,0.000007364047,0.000002346309,0.00001165499,0.000005746672,0.00001646615],"domain_scores_gemma":[0.9998037,0.00001883941,0.000101162,0.000006278484,0.00001420047,0.00005577927],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003607721,0.00008219705,0.9755263,0.0000200604,0.00004009458,0.0002363086,0.0006149958,0.0002345371,0.01886246,0.00008012094,0.0001311389,0.003811129],"study_design_scores_gemma":[0.000001361499,0.00002290113,0.999393,0.000001181989,0.0000031484,0.00004041194,0.0002772996,0.0001166183,0.0000786286,0.000008357692,0.00005624807,7.836995e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9998347,0.0000250891,0.000008045999,0.000005538388,4.506138e-7,5.669742e-7,0.00002061988,9.267836e-7,0.0001040901],"genre_scores_gemma":[0.9998685,0.00002285002,0.00001376511,0.000003614953,5.878892e-7,6.186838e-7,0.00002720775,2.491579e-7,0.00006263141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01304221,"threshold_uncertainty_score":0.02593261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.234711991057624,"score_gpt":0.3222414551236484,"score_spread":0.08752946406602441,"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."}}