{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001811129,0.0001993456,0.0002258184,0.001135036,0.000977107,0.0008859935,0.000317388,0.0007984833,0.001061727],"category_scores_gemma":[0.001286588,0.0001192497,0.0002586784,0.0008548415,0.0004475146,0.0009281964,0.001083168,0.0005738452,0.0002391641],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000437676,"about_ca_system_score_gemma":0.0008570955,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006804367,"about_ca_topic_score_gemma":0.02174431,"domain_scores_codex":[0.9992804,0.0003192014,0.00002637843,0.00009872295,0.000182355,0.00009301178],"domain_scores_gemma":[0.9987434,0.0004054434,0.0003358265,0.0001260535,0.0002902009,0.00009912525],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003520622,0.0008816295,0.6318676,0.0008020526,0.0001493519,0.003735542,0.02142983,0.002477432,0.08135436,0.001636404,0.004317431,0.2509963],"study_design_scores_gemma":[0.00004174043,0.002211588,0.7849243,0.0005517827,0.0002176246,0.002347056,0.07593695,0.02377401,0.03133573,0.003513034,0.07503508,0.0001110322],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9724381,0.0005149895,0.007733688,0.001690835,0.00004221289,0.0002611241,0.0005524241,0.000084404,0.0166822],"genre_scores_gemma":[0.9794449,0.0005862791,0.01627593,0.0003419384,0.00001465527,0.0001511685,0.0003201391,0.000007621694,0.002857225],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006804367,"threshold_uncertainty_score":0.01352954,"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."}}