{"id":"W2888366862","doi":"10.3390/f9090513","title":"Development of a New TRIPLEX-Insect Model for Simulating the Effect of Spruce Budworm on Forest Carbon Dynamics","year":2018,"lang":"en","type":"article","venue":"Forests","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":10,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada; Canadian Forest Service; Université du Québec à Montréal","funders":"Natural Sciences and Engineering Research Council of Canada; Fonds Québécois de la Recherche sur la Nature et les Technologies","keywords":"Spruce budworm; Choristoneura fumiferana; Balsam; Productivity; Environmental science; Ecology; Primary production; Stand development; Outbreak; Insect; Forest management; Forestry; Biology; Ecosystem; Geography; Lepidoptera genitalia; Botany; Tortricidae","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001881019,0.000477628,0.0003646424,0.0002091105,0.0004107056,0.0004765681,0.0008352502,0.0005735267,0.001606698],"category_scores_gemma":[0.0003437392,0.0002338826,0.0004954734,0.0001780031,0.0002278032,0.0002640736,0.0003284274,0.0004882344,0.0001479507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001082716,"about_ca_system_score_gemma":0.001987111,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.2329461,"about_ca_topic_score_gemma":0.1913694,"domain_scores_codex":[0.9999518,0.000008664922,0.00000303434,0.00001155664,0.00001206217,0.00001287839],"domain_scores_gemma":[0.9998444,0.00004178111,0.00001770224,0.00001163789,0.00005614955,0.00002818066],"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":[0.00001830109,0.00002292957,0.002534375,0.0000162491,0.00001891884,0.00004065083,0.00001314643,0.9938624,0.001200112,0.0005608391,0.0001879431,0.001524149],"study_design_scores_gemma":[0.000007140462,0.000009454337,0.0005986131,0.000001908293,0.000006483757,0.000004774097,0.000005098,0.9988415,0.0001627484,0.00008071409,0.0002785363,0.000003035099],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8445307,0.0004069438,0.1307104,0.000277081,0.0001177201,0.0001963901,0.003040081,0.000837948,0.01988282],"genre_scores_gemma":[0.969132,0.0001533065,0.02514747,0.00004440099,0.00001312986,0.0001374593,0.0009512643,0.0000528728,0.004368003],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2329461,"threshold_uncertainty_score":0.4631805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477910262201755,"score_gpt":0.2461586563364388,"score_spread":0.2313795537144212,"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."}}