{"id":"W4328052930","doi":"10.1002/ecy.4036","title":"Extensive regional variation in the phenology of insects and their response to temperature across <scp>N</scp>orth <scp>A</scp>merica","year":2023,"lang":"en","type":"article","venue":"Ecology","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of Guelph; Environment and Climate Change Canada; Surrey Memorial Hospital; Dalhousie University; University of Manitoba; Birds Canada; University of Waterloo; Queen's University; Ministry of Forests; Université de Sherbrooke; University of Northern British Columbia; University of Saskatchewan","funders":"British Columbia Knowledge Development Fund; Agricultural Research Service; University of Illinois at Urbana-Champaign; National Oceanic and Atmospheric Administration; U.S. Department of Agriculture; Natural Sciences and Engineering Research Council of Canada; National Institute of Food and Agriculture; Queen's University; University of Pittsburgh; University of Wisconsin-Milwaukee; Canada Foundation for Innovation; National Science Foundation","keywords":"Phenology; Ecology; Biology; Habitat; Biomass (ecology); Lepidoptera genitalia; Range (aeronautics); Growing season; Taxon; Climate change; Hymenoptera; Abundance (ecology); Phenotypic plasticity","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0002561537,0.0001644082,0.0002038689,0.0006385536,0.0003262575,0.0004417858,0.0001691983,0.0001536396,0.00107896],"category_scores_gemma":[0.000481191,0.0001388748,0.0002337007,0.0006647475,0.0002401897,0.0002214121,0.0003072919,0.0002741984,0.0001655121],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004274293,"about_ca_system_score_gemma":0.000213496,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.04521031,"about_ca_topic_score_gemma":0.1099404,"domain_scores_codex":[0.999801,0.00002466039,0.00001281677,0.0001053235,0.00003455005,0.00002164693],"domain_scores_gemma":[0.999419,0.00009431477,0.0002299666,0.00007600502,0.0001196141,0.00006119225],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007094671,0.00002371769,0.9726527,0.000070089,0.0001866858,0.0001107241,0.0005379397,0.0002766847,0.01521516,0.00004253047,0.0005018386,0.010311],"study_design_scores_gemma":[2.90793e-7,0.000001747606,0.999803,0.000001260596,0.000002709777,0.000007530354,0.00002966959,0.00002395946,0.00003277538,0.000001700029,0.00009492411,4.786335e-7],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9975172,0.0004898037,0.0001371752,0.00004522057,0.000006081169,0.000004069599,0.0008441921,0.0000158107,0.0009405247],"genre_scores_gemma":[0.9988136,0.0001646014,0.0000992696,0.00001977887,0.000007214378,0.000004814602,0.0006247486,0.000005483115,0.0002603597],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04521031,"threshold_uncertainty_score":0.08989429,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02192336608109582,"score_gpt":0.2574682522701017,"score_spread":0.2355448861890059,"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."}}