{"id":"W4121968","doi":"10.1016/b978-012088778-1/50019-4","title":"Relationship Between Spruce Budworm Outbreaks and Forest Dynamics in Eastern North America","year":2007,"lang":"en","type":"book-chapter","venue":"Elsevier eBooks","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"Université du Québec à Chicoutimi","funders":"","keywords":"Spruce budworm; Outbreak; Forestry; Geography; Forest dynamics; Environmental science; Ecology; Biology; Lepidoptera genitalia; Tortricidae; Virology","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002584816,0.0003437331,0.0003665715,0.0001609764,0.0001253797,0.00002280368,0.0002672221,0.0003180583,0.0002829934],"category_scores_gemma":[0.00002078423,0.0003496521,0.00007763816,0.00003638649,0.0004795225,0.00006963403,0.0004376049,0.000592298,0.0009603433],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004832953,"about_ca_system_score_gemma":0.00001304893,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000463952,"about_ca_topic_score_gemma":0.04630778,"domain_scores_codex":[0.9983786,0.00002288991,0.0004818048,0.0004953153,0.0002486904,0.0003727237],"domain_scores_gemma":[0.9990835,0.0001504515,0.0002457359,0.0003810713,0.000005786121,0.0001334666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000008518775,0.000005621944,0.5744865,0.00002240222,0.00001309947,0.00003666119,0.0001147419,0.00002721772,1.492423e-8,0.002778986,0.0000221794,0.4224841],"study_design_scores_gemma":[0.0002004115,0.00006778805,0.6713448,0.00005663653,0.00005884846,0.000004471499,0.00001271199,0.0001220875,4.549593e-8,0.01202348,0.3157741,0.0003345963],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.02755059,0.00006153245,0.00006045078,0.00004151378,0.0001160469,0.0005686218,0.00002484542,0.00003700262,0.9715394],"genre_scores_gemma":[0.337136,0.00001555756,0.0002901726,0.0002514583,0.00005741084,0.0000184755,0.00008352786,0.00003976189,0.6621076],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.4221494,"threshold_uncertainty_score":0.9998956,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02029047376603323,"score_gpt":0.2350018470785648,"score_spread":0.2147113733125315,"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."}}