{"id":"W4412004381","doi":"10.3390/f16071103","title":"Applied Chemical Ecology of Spruce Beetle in Western North America","year":2025,"lang":"en","type":"article","venue":"Forests","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service; U.S. Department of Agriculture","keywords":"Ecology; Geography; Agroforestry; Forestry; Environmental science; Biology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.00009219201,0.0001753877,0.000109605,0.001124778,0.0005420705,0.0003434738,0.0001427425,0.0001475758,0.001012161],"category_scores_gemma":[0.0001158612,0.00009358861,0.00008112894,0.0007554733,0.000223189,0.0002299864,0.0001716416,0.0001387309,0.0001319486],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005969714,"about_ca_system_score_gemma":0.0004634245,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.08890463,"about_ca_topic_score_gemma":0.2365998,"domain_scores_codex":[0.9999113,0.00000944033,0.000004722585,0.00003326208,0.00002608148,0.00001505125],"domain_scores_gemma":[0.99979,0.00001458739,0.00006919842,0.000004134165,0.0000842673,0.00003774987],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002002147,0.0002042916,0.7850729,0.0004058888,0.0001107009,0.0006556241,0.002469279,0.0004631185,0.1386226,0.000304829,0.0009854786,0.07050507],"study_design_scores_gemma":[7.685646e-7,0.00002816578,0.996874,0.00001113625,0.000008183189,0.00006167792,0.0006009777,0.00007270853,0.0006253475,0.00002380918,0.001690573,0.000002677634],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9925035,0.002778601,0.0001546005,0.00008243025,0.000007971791,0.00001469029,0.0003803722,0.00001077264,0.004067006],"genre_scores_gemma":[0.9924362,0.003403682,0.0006320447,0.0001637004,0.00001575638,0.000018284,0.000574969,0.000005629314,0.002749713],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08890463,"threshold_uncertainty_score":0.1767743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004087986956965695,"score_gpt":0.2125116641834407,"score_spread":0.208423677226475,"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."}}