{"id":"W4210253278","doi":"10.1016/j.cris.2022.100031","title":"Plasticity drives extreme cold tolerance of emerald ash borer (Agrilus planipennis) during a polar vortex","year":2022,"lang":"en","type":"article","venue":"Current Research in Insect Science","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service; Western University","funders":"Natural Sciences and Engineering Research Council of Canada; Western University","keywords":"Emerald ash borer; Agrilus; Buprestidae; Biology; Population; Ecology; Overwintering; Fraxinus; Botany; Demography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"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":[0.00004516619,0.0001457167,0.0001376356,0.0001946546,0.0002793214,0.000279948,0.0001728553,0.0001348152,0.0005053773],"category_scores_gemma":[0.0001143815,0.0001287352,0.00008874348,0.00009344378,0.0002087276,0.0001122901,0.0002295393,0.000244456,0.0001237799],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005875581,"about_ca_system_score_gemma":0.0002053477,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02714094,"about_ca_topic_score_gemma":0.1097892,"domain_scores_codex":[0.9999394,0.000004335852,0.000002668486,0.00002039653,0.00001302967,0.00002016063],"domain_scores_gemma":[0.9998919,0.000007006844,0.00004246076,0.000005596538,0.00001740062,0.00003572248],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002264902,0.00005182956,0.1583495,0.00002808414,0.0000212305,0.0001347332,0.000447244,0.00008419422,0.8373237,0.00003468179,0.0001392577,0.003158946],"study_design_scores_gemma":[0.000001799327,0.00004029186,0.9952277,0.000001514054,0.000004164067,0.00005726748,0.0001326448,0.00007637001,0.004213341,0.000005882567,0.000236644,0.00000228434],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9996031,0.000039681,0.00003285293,0.000008134774,9.492143e-7,0.000002636751,0.00006301525,0.000002983142,0.0002466759],"genre_scores_gemma":[0.9992272,0.00003462826,0.00006878172,0.00002395379,0.000001318674,0.000005153244,0.000172847,0.000002810259,0.0004633327],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02714094,"threshold_uncertainty_score":0.05396593,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07493534669410365,"score_gpt":0.3250007790295352,"score_spread":0.2500654323354315,"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."}}