{"id":"W4321784438","doi":"10.3389/finsc.2023.1104793","title":"Revisiting fall armyworm population movement in the United States and Canada","year":2023,"lang":"en","type":"article","venue":"Frontiers in Insect Science","topic":"Insect Resistance and Genetics","field":"Biochemistry, Genetics and Molecular Biology","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"National Institute of Food and Agriculture; U.S. Department of Agriculture","keywords":"Biological dispersal; Geography; Gene flow; Range (aeronautics); Population; Ecology; Overwintering; Spatial ecology; Physical geography; Biology; Demography; Genetic variation","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":[],"consensus_categories":[],"category_scores_codex":[0.0005871858,0.00006602486,0.00006057159,0.0001411377,0.0001110613,0.00003417767,0.0002072357,0.00002675445,5.487094e-7],"category_scores_gemma":[0.00008238076,0.00005367134,0.000008290887,0.0007605847,0.00008736413,0.000004854842,0.00005571675,0.00006271448,1.750259e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005909089,"about_ca_system_score_gemma":0.0001267459,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2108828,"about_ca_topic_score_gemma":0.4144854,"domain_scores_codex":[0.9991856,0.00003653915,0.00012765,0.0002066113,0.0002028015,0.0002407892],"domain_scores_gemma":[0.9997512,0.000009596433,0.00003388167,0.0001536261,0.00002657818,0.00002507978],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002035017,0.000007278835,0.9764676,0.00002055073,0.000002945344,0.00001328764,0.0005711464,0.003698923,0.01362108,0.00006253076,0.003203054,0.002311226],"study_design_scores_gemma":[0.000252092,0.00005129313,0.9799124,0.00002917739,0.000002285649,0.000002227373,0.002427059,0.006205319,0.005246563,0.0006924794,0.005011697,0.0001673787],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9990089,0.0001736125,0.0001244601,0.0002473641,0.0001722477,0.0001065033,0.000004824151,0.000003303981,0.0001587947],"genre_scores_gemma":[0.9980311,0.0005368038,0.0003567423,0.0009140087,0.00003519387,0.000009258543,0.0000663191,0.000003855856,0.0000467635],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2036026,"threshold_uncertainty_score":0.794372,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007958223161364365,"score_gpt":0.2278521190963901,"score_spread":0.2198938959350258,"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."}}