{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000681842,0.0007629967,0.0009850233,0.0007514589,0.0006029397,0.001082059,0.001899423,0.002035137,0.009265185],"category_scores_gemma":[0.002552459,0.0003029569,0.0008297948,0.0005774111,0.0007853733,0.001665371,0.001352508,0.001668526,0.0006415775],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007676756,"about_ca_system_score_gemma":0.0009016533,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02082774,"about_ca_topic_score_gemma":0.01433492,"domain_scores_codex":[0.9997779,0.00007126436,0.000008950891,0.00003850503,0.00003667133,0.00006668574],"domain_scores_gemma":[0.9991167,0.0003842416,0.0001527224,0.00006059145,0.0001325684,0.0001531395],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000217076,0.0001491073,0.004011553,0.0001222782,0.0001088224,0.0009933733,0.0001788097,0.7121223,0.001398036,0.2606253,0.01462555,0.005447916],"study_design_scores_gemma":[0.00005574998,0.00002410768,0.0004443214,0.00001188402,0.00002159418,0.00007977298,0.00005447661,0.9536266,0.00008248109,0.04409691,0.00148654,0.00001555826],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.443462,0.003025764,0.3789188,0.01411947,0.0010231,0.0002016463,0.008284912,0.0009786326,0.1499858],"genre_scores_gemma":[0.9519768,0.0007742162,0.01214657,0.0005218877,0.0002575578,0.0001400251,0.001220206,0.00009955206,0.03286314],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02082774,"threshold_uncertainty_score":0.04141301,"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."}}