{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000581242,0.0001196238,0.0002698681,0.00002059459,0.0002158596,0.00001852842,0.000703402,0.00007559752,0.0001456856],"category_scores_gemma":[0.0006873976,0.00003025714,0.0001965962,0.0009959788,0.0005687367,0.00002324087,0.0002111464,0.0002842527,0.000002652235],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001919904,"about_ca_system_score_gemma":0.00003538288,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002794473,"about_ca_topic_score_gemma":0.001473749,"domain_scores_codex":[0.9982981,0.0005469744,0.0003199575,0.0002482063,0.0002220783,0.000364679],"domain_scores_gemma":[0.9982665,0.001319949,0.0001419102,0.0001455514,0.00007730546,0.00004880914],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008640336,0.0003541749,0.7310417,0.00001240834,0.00002829573,0.000004839027,0.0002161015,0.00001043673,0.2373393,0.01790829,0.001822655,0.01117531],"study_design_scores_gemma":[0.00008494204,0.000177374,0.9914501,0.00006413096,0.00001059099,0.000002131474,0.0005623284,0.00002429218,0.003320151,0.002616831,0.001618759,0.00006837484],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9883283,0.0001759714,0.000005818019,0.009725172,0.00007542981,0.0003069684,0.00004226544,0.00001196709,0.001328096],"genre_scores_gemma":[0.999172,0.0001609596,0.0000266239,0.0004568134,0.00007823714,0.00002006791,0.00001912233,4.567248e-7,0.00006571809],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2604083,"threshold_uncertainty_score":0.4224426,"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."}}