{"id":"W2995871747","doi":"10.19103/as.2019.0057.19","title":"Advances in understanding and managing insect pests of forest trees","year":2019,"lang":"en","type":"book-chapter","venue":"Burleigh Dodds series in agricultural science","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Emerald ash borer; Prism; Canopy; Agrilus; Infestation; Geography; Horticulture; Biology; PEST analysis; Fraxinus; Physics; Archaeology; Optics","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":[0.0003952562,0.0002918949,0.000359064,0.0002003652,0.0001438437,0.00004367378,0.0005360785,0.0001406876,0.0002905188],"category_scores_gemma":[0.00003645545,0.0002084715,0.00004506787,0.0003743666,0.001779382,0.00135049,0.0006980277,0.0002503073,0.00003059895],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006808078,"about_ca_system_score_gemma":0.00002400556,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002139335,"about_ca_topic_score_gemma":0.03138715,"domain_scores_codex":[0.9981145,0.0000166217,0.0003660369,0.0006200842,0.0004379378,0.0004447877],"domain_scores_gemma":[0.9994007,0.00008131021,0.000223433,0.0002138785,0.000009841276,0.00007085886],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00007056184,0.00004116292,0.08992707,0.0001682629,0.000008276505,0.00006027182,0.001014407,0.004478568,0.001076725,0.8983089,0.0001692651,0.004676569],"study_design_scores_gemma":[0.0003890981,0.0003041143,0.8769412,0.0004591656,0.00001595388,0.00003508136,0.0007977719,0.0001186597,0.00005148796,0.1128955,0.007378469,0.0006135115],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.1513666,0.0006182215,0.00003130289,0.0001683003,0.0006803794,0.0006167743,0.000005780392,0.00002846331,0.8464842],"genre_scores_gemma":[0.9783674,0.002228771,0.0001626495,0.00002969837,0.00001875012,0.0000111595,0.000005937259,0.000009610353,0.01916597],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.8273183,"threshold_uncertainty_score":0.9862875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01355124873948158,"score_gpt":0.2083857451577382,"score_spread":0.1948344964182566,"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."}}