{"id":"W4283265772","doi":"10.1002/eap.2697","title":"Native generalist natural enemies and an introduced specialist parasitoid together control an invasive forest insect","year":2022,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Animal and Plant Health Inspection Service; U.S. Forest Service","keywords":"Generalist and specialist species; Biology; Predation; Pupa; Parasitoid; Biological pest control; Ecology; Predator; Population; Zoology; Larva; Habitat; Demography","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002745085,0.0001473441,0.0001666666,0.00003574972,0.000996037,0.00003734203,0.0003633047,0.00005769106,0.004361984],"category_scores_gemma":[0.00004520786,0.0001293907,0.00003609682,0.0002463552,0.0005235166,0.0002015595,0.000352564,0.0002429789,0.00008369586],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002479029,"about_ca_system_score_gemma":0.00001433844,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002061626,"about_ca_topic_score_gemma":0.01174928,"domain_scores_codex":[0.998633,0.0002313725,0.0001884077,0.000522144,0.0001613254,0.0002637815],"domain_scores_gemma":[0.9993452,0.0001466633,0.00009483258,0.0002875373,0.00001130178,0.0001144628],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004374949,0.004951207,0.5693366,0.00001853429,0.0001886895,0.00006672253,0.00287585,0.03241111,0.04063496,0.3159859,0.01998819,0.01310478],"study_design_scores_gemma":[0.0005523046,0.0005831232,0.9428573,3.047993e-7,0.00002491214,0.00001571375,0.0003544667,0.0008513287,0.0001394197,0.01938101,0.03499571,0.0002444393],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933361,0.00003373693,0.0004145711,0.0008673282,0.0001104564,0.001017267,0.00004724998,0.00007960413,0.00409369],"genre_scores_gemma":[0.9934046,0.0000148205,0.000685655,0.002566818,0.0001750863,0.002526591,0.000128424,0.00001018228,0.0004878115],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3735207,"threshold_uncertainty_score":0.9965482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01297929745296398,"score_gpt":0.2455016484547561,"score_spread":0.2325223510017922,"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."}}