{"id":"W2037332423","doi":"10.4039/tce.2015.7","title":"Detection and sampling of emerald ash borer (Coleoptera: Buprestidae) infestations","year":2015,"lang":"en","type":"article","venue":"The Canadian Entomologist","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":41,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service","funders":"","keywords":"Emerald ash borer; Buprestidae; Agrilus; Fraxinus; Infestation; Sampling (signal processing); Biology; Oleaceae; Ecology; Larva; Agronomy; Botany; Computer science","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003829762,0.0002450174,0.000125746,0.0007152631,0.0002670338,0.0001956031,0.0002794453,0.0002182423,0.0007110457],"category_scores_gemma":[0.0005977964,0.0001156296,0.0001221971,0.0002454696,0.0001611146,0.0001838619,0.0002879715,0.0001542685,0.0002414328],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001523821,"about_ca_system_score_gemma":0.0001363618,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003349529,"about_ca_topic_score_gemma":0.01151101,"domain_scores_codex":[0.99961,0.0001078575,0.00002830135,0.0001053067,0.000111476,0.00003706346],"domain_scores_gemma":[0.9995477,0.00008912383,0.0001353941,0.00002977631,0.0001172982,0.00008079335],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004259219,0.0002536122,0.7658648,0.0001290328,0.00004147708,0.000303847,0.000790584,0.0003854448,0.183902,0.00007894271,0.0002604203,0.04756392],"study_design_scores_gemma":[0.000008164663,0.0005200512,0.978606,0.0000180911,0.00001479109,0.000232423,0.0002858655,0.001075592,0.0183572,0.00002510273,0.0008498976,0.000006810222],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9941424,0.0001324215,0.003848507,0.00001521937,0.000003696219,0.0002230383,0.0004132153,0.00004071109,0.001180847],"genre_scores_gemma":[0.9776124,0.0001617091,0.02006748,0.00004521319,0.000006477031,0.0001822069,0.0005905119,0.000006457516,0.001327492],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.003349529,"threshold_uncertainty_score":0.006660104,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03369710504079262,"score_gpt":0.2523240810777639,"score_spread":0.2186269760369713,"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."}}