{"id":"W1983505331","doi":"10.1093/ee/nvv055","title":"Resource Allocation to Flight in an Outbreaking Forest Defoliator Malacosoma disstria","year":2015,"lang":"en","type":"article","venue":"Environmental Entomology","topic":"Ecology and Vegetation Dynamics Studies","field":"Environmental Science","cited_by":15,"is_retracted":false,"has_abstract":true,"ca_institutions":"Alberta Environment and Protected Areas; University of Alberta","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Biology; Allometry; Pupa; Wing; Population; Population density; Ecology; Larva; Lepidoptera genitalia; Density dependence; Zoology","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002834561,0.0001607672,0.0001705085,0.00007685748,0.00009009557,0.00001106809,0.0002328061,0.000119981,0.0004272203],"category_scores_gemma":[0.00003864472,0.00016439,0.00002896716,0.0001310059,0.0002137214,0.0002069871,0.0003074823,0.0001250876,0.001391249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005334615,"about_ca_system_score_gemma":0.000006676794,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001322839,"about_ca_topic_score_gemma":0.003034238,"domain_scores_codex":[0.9986255,0.0001509263,0.0002573184,0.0004212605,0.0001862695,0.0003587191],"domain_scores_gemma":[0.9994327,0.00004309581,0.00007170407,0.0002360274,0.000001368829,0.0002150771],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006167873,0.0002095121,0.9821438,0.000001057206,0.000006657108,0.00002788704,0.001834286,0.0123165,0.00168219,0.0005644024,0.0002674108,0.0008845741],"study_design_scores_gemma":[0.0007301443,0.0003196482,0.9899966,0.000003541219,0.00001003012,0.0000275568,0.0007303403,0.002528221,0.0002575429,0.001349909,0.003827247,0.0002192938],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9943869,0.000026581,0.0004210511,0.0008417536,0.0001488047,0.000276432,0.000005725783,0.00002995212,0.003862839],"genre_scores_gemma":[0.9974713,0.000003577154,0.0008336981,0.000701486,0.00003387995,0.00007839748,0.0000557772,0.00001744578,0.0008043969],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.009788283,"threshold_uncertainty_score":0.9993863,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01438047707577074,"score_gpt":0.2498630549758189,"score_spread":0.2354825779000482,"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."}}