{"id":"W1982231119","doi":"10.4039/tce.2013.53","title":"The use of<i>Cerceris fumipennis</i>(Hymenoptera: Crabronidae) for surveying and monitoring emerald ash borer (Coleoptera: Buprestidae) infestations in eastern North America","year":2013,"lang":"en","type":"article","venue":"The Canadian Entomologist","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Food Inspection Agency; University of Guelph","funders":"","keywords":"Buprestidae; Agrilus; Emerald ash borer; Hymenoptera; Biology; Ecology; Fraxinus","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":[],"consensus_categories":[],"category_scores_codex":[0.0002622233,0.0001437328,0.0001365601,0.00005748001,0.0005577343,0.0001356984,0.0003235626,0.00005337456,0.000159111],"category_scores_gemma":[0.0001291589,0.0001006346,0.00003246079,0.0002189621,0.0006987252,0.000285309,0.0001434818,0.0001576694,0.00007219293],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002507815,"about_ca_system_score_gemma":0.00004203784,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8016956,"about_ca_topic_score_gemma":0.9438398,"domain_scores_codex":[0.9987901,0.0001302542,0.0002547542,0.0002297113,0.0001137369,0.0004814281],"domain_scores_gemma":[0.9990548,0.0003569697,0.0001073841,0.000315166,0.00002062235,0.0001450118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001018192,0.00001730417,0.9769478,0.000006867347,0.00002136592,0.000005516365,0.0007656997,0.005058978,0.00002631701,0.0001733563,0.002138941,0.01482763],"study_design_scores_gemma":[0.0001718212,0.00007013859,0.9709417,0.000007338137,0.00001254026,0.000001953817,0.0001007654,0.001162158,0.00001055642,0.0002647557,0.02713992,0.000116326],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9956118,0.00004260868,0.0001457475,0.002083535,0.000161659,0.0008708489,0.00002287468,0.00001332812,0.001047571],"genre_scores_gemma":[0.9973515,0.00008419127,0.0004984152,0.0005939142,0.00002074186,0.0003264912,0.00001209067,0.0000113785,0.001101267],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1421441,"threshold_uncertainty_score":0.4289698,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0360725389272935,"score_gpt":0.2413510342462023,"score_spread":0.2052784953189088,"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."}}