{"id":"W4385807509","doi":"10.1186/s43170-023-00171-5","title":"Citizen science to monitor the establishment and spread of a biological control agent: the case of Pareuchaetes pseudoinsulata (Lepidoptera, Erebidae) for the control of Chromolaena odorata (Asteraceae) in South and South-East Asia","year":2023,"lang":"en","type":"article","venue":"CABI Agriculture and Bioscience","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Australian Centre for International Agricultural Research; Agriculture and Agri-Food Canada; Ministry of Agriculture of the People's Republic of China","keywords":"Chromolaena odorata; Erebidae; Lepidoptera genitalia; Geography; Asteraceae; Biological pest control; China; Weed; Biology; Ecology; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001451173,0.0002222085,0.0004069332,0.00003489679,0.0004956564,0.0001362469,0.0007093876,0.0001020295,0.000007778376],"category_scores_gemma":[0.0009290444,0.00005124461,0.00008179902,0.001167222,0.002335856,0.0001372831,0.0003227947,0.0001370525,7.416931e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001196241,"about_ca_system_score_gemma":0.00001604602,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001662237,"about_ca_topic_score_gemma":0.0001820927,"domain_scores_codex":[0.9982312,0.0001463521,0.0004244783,0.0005194067,0.0002547938,0.0004237712],"domain_scores_gemma":[0.9976361,0.00151981,0.0002860369,0.0001565773,0.0002737088,0.0001277562],"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":[0.0001752696,0.00005614346,0.04668656,0.00003030311,0.00002416742,0.00001384476,0.002299527,0.00001730321,0.9280893,0.001367883,0.00009296151,0.02114669],"study_design_scores_gemma":[0.0007892958,0.001052608,0.9700213,0.00008585701,0.0000508388,0.00006153067,0.01790859,0.0006086188,0.008581909,0.000224214,0.0003949352,0.0002202906],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9910102,0.001323838,0.00002626459,0.005649444,0.00007984197,0.00130686,0.0005582023,0.00001385496,0.00003150969],"genre_scores_gemma":[0.999327,0.0001100803,0.00003473989,0.0003302779,0.00009453974,0.00007202986,0.000004527774,8.868403e-7,0.000025901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9233348,"threshold_uncertainty_score":0.8606561,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02714026476171354,"score_gpt":0.2312610143569059,"score_spread":0.2041207495951924,"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."}}