{"id":"W3165431464","doi":"10.1101/2021.04.02.438273","title":"Plasticity of cold hardiness in the eastern spruce budworm, <i>Choristoneura fumiferana</i>","year":2021,"lang":"en","type":"preprint","venue":"bioRxiv (Cold Spring Harbor Laboratory)","topic":"Species Distribution and Climate Change","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; University of British Columbia","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada","keywords":"Spruce budworm; Overwintering; Phenotypic plasticity; Hardiness (plants); Biology; Choristoneura fumiferana; Local adaptation; Ecology; Adaptation (eye); Taiga; Lepidoptera genitalia; Tortricidae; Botany; Population; Neuroscience","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":[0.0001207654,0.0001383605,0.00009360111,0.000235311,0.0001048796,0.0002457504,0.0001213105,0.0001363016,0.000526724],"category_scores_gemma":[0.0002119747,0.00008722042,0.0001650825,0.000138634,0.0001702929,0.0001397192,0.000142813,0.0001494392,0.00005698774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003606965,"about_ca_system_score_gemma":0.00007479214,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007651013,"about_ca_topic_score_gemma":0.0128519,"domain_scores_codex":[0.9999622,0.000009760431,0.000002638549,0.00001530234,0.000004887638,0.000005163969],"domain_scores_gemma":[0.9998672,0.00004553898,0.0000513616,0.00001073888,0.000008696772,0.00001639854],"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":[0.0002906471,0.00004786058,0.4506907,0.0001062182,0.0001206402,0.0002566515,0.0002371286,0.01602656,0.5230355,0.0002002286,0.0001940743,0.008793842],"study_design_scores_gemma":[0.000003451991,0.00005202214,0.9880348,0.000003534281,0.0000118126,0.00007929675,0.00007715955,0.004748194,0.006730306,0.00006157366,0.0001933318,0.000004660346],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9992732,0.00004420719,0.0002604703,0.000006296992,4.737517e-7,0.00000185409,0.0001441956,0.0000107748,0.0002584884],"genre_scores_gemma":[0.9996025,0.00002341606,0.0001536808,0.000003723989,4.319731e-7,0.000002239181,0.0001113235,0.000002520418,0.000100058],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.007651013,"threshold_uncertainty_score":0.01521295,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01967145683979301,"score_gpt":0.219422653332997,"score_spread":0.199751196493204,"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."}}