{"id":"W4407235384","doi":"10.1079/ab.2025.0010","title":"Publicly-shared DNA barcodes and citizen science images provide new evidence on the establishment and spread of a lantana biological control agent, <i>Orphanostigma haemorrhoidalis</i> (Lepidoptera, Crambidae)","year":2025,"lang":"en","type":"article","venue":"CABI Agriculture and Bioscience","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Agriculture and Agri-Food Canada; Foreign, Commonwealth and Development Office; Ministry of Agriculture of the People's Republic of China; Australian Centre for International Agricultural Research; Guanacaste Dry Forest Conservation Fund; Forest Conservation Fund; U.S. Department of Agriculture","keywords":"Crambidae; Lepidoptera genitalia; Citizen science; DNA barcoding; Geography; Biology; Evolutionary biology; Ecology; Botany","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":["open_science"],"consensus_categories":[],"category_scores_codex":[0.0007058821,0.0001752512,0.0001638483,0.00232448,0.0005426746,0.0009041801,0.0002304604,0.0004826664,0.003281],"category_scores_gemma":[0.002479765,0.0001650164,0.0001771168,0.002135534,0.0004770135,0.001149688,0.001213558,0.0004031227,0.0007383765],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005762738,"about_ca_system_score_gemma":0.0003571774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01456572,"about_ca_topic_score_gemma":0.0353787,"domain_scores_codex":[0.9993825,0.0001384531,0.00004306315,0.0001505093,0.0001670307,0.0001185217],"domain_scores_gemma":[0.9962413,0.0006786156,0.001667335,0.0004554541,0.0007677635,0.0001895097],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003744366,0.0001155325,0.8742176,0.0007461653,0.00008971844,0.0007860705,0.008453734,0.0002605805,0.02459091,0.001385069,0.009739649,0.07924061],"study_design_scores_gemma":[0.000008062664,0.00007590982,0.9568195,0.0001488275,0.00005222587,0.0005200539,0.007097714,0.00111042,0.004731864,0.0004090549,0.0289847,0.0000416061],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9720782,0.0003338917,0.001569053,0.0006719304,0.00004351243,0.00005691806,0.01583875,0.0001057762,0.009301974],"genre_scores_gemma":[0.9824555,0.0002102292,0.005928906,0.0002172705,0.00003599247,0.00005875893,0.009107095,0.00003239994,0.001953781],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9997696,"threshold_uncertainty_score":0.02896184,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02635246142930565,"score_gpt":0.2267357275706496,"score_spread":0.2003832661413439,"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."}}