{"id":"W3177172360","doi":"","title":"An Insight: Spruce budworm outbreak model","year":2021,"lang":"en","type":"article","venue":"Journal of Generalized Lie Theory and Applications","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Spruce budworm; Choristoneura fumiferana; Outbreak; Geography; Population; Forestry; Biology; Ecology; Demography; Tortricidae; Lepidoptera genitalia; Virology","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":[0.0007333125,0.0001020527,0.0001838272,0.0000305888,0.0001579023,0.00004613329,0.0001969408,0.00005437172,0.0003166824],"category_scores_gemma":[0.0000238899,0.00008403254,0.00006376928,0.0001697611,0.00008426787,0.0002624818,0.00006130963,0.0001324234,0.00004901581],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000468663,"about_ca_system_score_gemma":0.00002854711,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001097433,"about_ca_topic_score_gemma":0.00002216247,"domain_scores_codex":[0.9990159,0.0002090117,0.0003029964,0.0001626201,0.0001783723,0.0001311061],"domain_scores_gemma":[0.9992369,0.00008600341,0.0001980145,0.000278298,0.00003088428,0.000169897],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001805259,0.0006855587,0.002033508,0.00003280731,0.00008961521,0.00003120716,0.001498595,0.02167156,0.5858676,0.3052952,0.001693008,0.08092086],"study_design_scores_gemma":[0.003738351,0.0004406637,0.008539121,0.00009303235,0.0003701214,0.001567441,0.0007064822,0.07093339,0.09251473,0.531434,0.2885394,0.001123252],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9052992,0.0005953388,0.08597178,0.0003829888,0.00007218134,0.0001772534,0.00001161917,0.00001960877,0.00746996],"genre_scores_gemma":[0.991708,0.0001663919,0.006464111,0.0005296392,0.0001872425,0.00002416334,0.000004407214,0.00001488869,0.000901145],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4933529,"threshold_uncertainty_score":0.346745,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0082272741061103,"score_gpt":0.2453752704456044,"score_spread":0.2371479963394941,"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."}}