{"id":"W3137927038","doi":"10.1002/eap.2326","title":"Successful biological control of winter moth, <i>Operophtera brumata</i>, in the northeastern United States","year":2021,"lang":"en","type":"article","venue":"Ecological Applications","topic":"Biological Control of Invasive Species","field":"Agricultural and Biological Sciences","cited_by":20,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Animal and Plant Health Inspection Service; U.S. Forest Service","keywords":"Biology; Biological pest control; Ecology; Lepidoptera genitalia","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":[0.0003904212,0.0002057719,0.0003887623,0.00002044012,0.0001748555,0.00006688722,0.0007665035,0.0002108973,0.00150731],"category_scores_gemma":[0.000221242,0.00006202752,0.0001841781,0.0008783882,0.0003753689,0.00006220417,0.00014364,0.0003049007,0.00009942413],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000023947,"about_ca_system_score_gemma":0.00001076747,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00008738215,"about_ca_topic_score_gemma":0.001005193,"domain_scores_codex":[0.997937,0.0004718871,0.0005459614,0.0004575563,0.0002006651,0.0003869092],"domain_scores_gemma":[0.9973755,0.001959992,0.0001698465,0.0001732371,0.0002387848,0.00008261018],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003772133,0.006120662,0.6294597,0.00003473911,0.0001553408,0.0001398832,0.0003284639,0.0005637183,0.2612649,0.04945892,0.001126566,0.05096988],"study_design_scores_gemma":[0.0005388281,0.0005209248,0.9100826,0.00001097954,0.00001668474,0.0000255062,0.001378733,0.0002108406,0.0009557256,0.006258653,0.0797471,0.0002534692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.982902,0.0003541497,0.0002861891,0.01391146,0.00002884828,0.0006608493,0.0002622226,0.00005692401,0.00153737],"genre_scores_gemma":[0.9914175,0.000182556,0.0001185637,0.007239153,0.0001256525,0.0004110705,0.0004508444,0.00000109051,0.00005353614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2806228,"threshold_uncertainty_score":0.9994054,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02058890631883258,"score_gpt":0.2214265261263333,"score_spread":0.2008376198075008,"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."}}