{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00004844472,0.0000684924,0.0001311816,0.00004639328,0.0000190417,0.000002064732,0.0001940677,0.00005421298,0.0004196845],"category_scores_gemma":[0.00001412823,0.00006691573,0.00002155015,0.000254368,0.0002026114,0.00002863453,0.0002508528,0.00007633712,0.0002947677],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007038609,"about_ca_system_score_gemma":0.000008018,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001752796,"about_ca_topic_score_gemma":0.02874586,"domain_scores_codex":[0.9994139,0.00001246162,0.0001534866,0.0001748768,0.0000618761,0.0001834001],"domain_scores_gemma":[0.9997393,0.00003608282,0.00004246338,0.0001574311,0.000001670546,0.00002303295],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003318158,0.0001174307,0.9917761,0.00001183334,0.000007294266,0.000007084873,0.0001045107,0.001366154,0.0006916282,0.0006872172,0.002783685,0.002413848],"study_design_scores_gemma":[0.0002722987,0.00003281736,0.9899265,0.000003114722,0.000005406101,4.818055e-7,0.000009975409,0.0001056048,0.0005749321,0.001487104,0.007526153,0.00005559264],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.972453,0.00000456779,0.00009490327,0.00008675167,0.00007770328,0.0001766685,0.000001708985,0.00001358148,0.02709114],"genre_scores_gemma":[0.9983323,0.000003766355,0.000230095,0.0004042315,0.000005397201,0.00004374616,0.000008208918,0.000003637842,0.0009686371],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02857058,"threshold_uncertainty_score":0.988977,"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."}}