{"id":"W2151054045","doi":"10.1371/journal.pone.0033185","title":"Preimaginal Stages of the Emerald Ash Borer, Agrilus planipennis Fairmaire (Coleoptera: Buprestidae): An Invasive Pest on Ash Trees (Fraxinus)","year":2012,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":87,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Northern Research Station; U.S. Forest Service; Russian Foundation for Basic Research; Canadian Food Inspection Agency; U.S. Department of Agriculture","keywords":"Agrilus; Emerald ash borer; Buprestidae; Biology; Fraxinus; Cypress; Botany; Instar; Larva; Zoology","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00006474607,0.0001414662,0.00005496669,0.0003584028,0.0002596324,0.0001819581,0.0001272481,0.0001046177,0.0007065184],"category_scores_gemma":[0.0001107956,0.00007874359,0.00006801154,0.00007697555,0.0001583746,0.0002000873,0.0001762141,0.0001528034,0.000152642],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002364185,"about_ca_system_score_gemma":0.0001130938,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004368212,"about_ca_topic_score_gemma":0.03453191,"domain_scores_codex":[0.9999759,0.000002641332,0.000001818754,0.00000698608,0.000005906942,0.000006735718],"domain_scores_gemma":[0.9998847,0.00001941913,0.00005271946,0.000006446385,0.00001787948,0.00001887693],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001988263,0.00008292043,0.6332093,0.00007193542,0.0000166451,0.0003957311,0.001014453,0.00009546896,0.3463466,0.0001402055,0.0001075877,0.01832035],"study_design_scores_gemma":[7.490235e-7,0.00005964559,0.9962958,0.000001670912,0.000002983958,0.0001625202,0.0001301981,0.00005465808,0.003097712,0.000007785229,0.0001850327,0.000001213744],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.999384,0.00003650795,0.00005334308,0.00000287925,3.533852e-7,0.000003097416,0.00005255901,0.000001873092,0.0004652988],"genre_scores_gemma":[0.9988966,0.00003650737,0.0003323513,0.000009185355,8.570659e-7,0.000003595133,0.0001268873,0.000001228939,0.0005928117],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004368212,"threshold_uncertainty_score":0.008685589,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02284251356925243,"score_gpt":0.2119105719831321,"score_spread":0.1890680584138796,"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."}}