{"id":"W2103341162","doi":"10.1146/annurev-ento-112408-085427","title":"Managing Invasive Populations of Asian Longhorned Beetle and Citrus Longhorned Beetle: A Worldwide Perspective","year":2009,"lang":"en","type":"review","venue":"Annual Review of Entomology","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":528,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"","keywords":"Longhorn beetle; Biology; Bionomics; Invasive species; Introduced species; Infestation; Range (aeronautics); Agroforestry; Ecology; Botany; Larva","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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0006163004,0.0004506108,0.002132549,0.0002716162,0.00009296484,0.000006740176,0.0005178942,0.0002694321,0.001346336],"category_scores_gemma":[0.0004986811,0.0003965837,0.0004257639,0.0008184018,0.0005709676,0.0001668112,0.0005061223,0.0003473218,0.0001376656],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000272315,"about_ca_system_score_gemma":0.0000727512,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00062235,"about_ca_topic_score_gemma":0.001198268,"domain_scores_codex":[0.9970972,0.000476786,0.001048437,0.0006996841,0.0002558131,0.0004221012],"domain_scores_gemma":[0.9980018,0.0002076419,0.001026656,0.0005753041,0.00006415076,0.0001244067],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000181026,0.0002704372,0.0001944963,0.03163632,0.0003534852,0.0001321736,0.0005849214,0.000004787434,9.675715e-7,0.01557482,0.005054678,0.9461748],"study_design_scores_gemma":[0.0006359746,0.001313214,0.009341811,0.05752734,0.004707016,0.000555688,0.000607078,0.000002951492,0.000004516,0.02776164,0.8963171,0.001225621],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00006363246,0.9744298,0.00002850066,0.0003344928,0.0001932539,0.001558716,0.00006060184,0.00002170843,0.02330933],"genre_scores_gemma":[0.001270726,0.9965726,0.0005533323,0.0004779611,0.00003363508,0.0001122266,0.00008857068,0.00003031574,0.0008606912],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9449492,"threshold_uncertainty_score":0.9998486,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02327100857463874,"score_gpt":0.3230216327581431,"score_spread":0.2997506241835044,"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."}}