{"id":"W2996953573","doi":"10.1002/ecs2.2988","title":"Aerial spraying of bacterial insecticides to control spruce budworm defoliation leads to reduced carbon losses","year":2020,"lang":"en","type":"article","venue":"Ecosphere","topic":"Forest Insect Ecology and Management","field":"Environmental Science","cited_by":11,"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","keywords":"Spruce budworm; Balsam; Taiga; Choristoneura fumiferana; Environmental science; Outbreak; Forestry; Boreal; Disturbance (geology); Aerial application; Ecology; Biology; Pesticide; Geography; Horticulture; Tortricidae; Lepidoptera genitalia","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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.000125751,0.0001269192,0.0001993942,0.00001295121,0.00006490228,0.00002001342,0.0002008981,0.00006731698,0.005446417],"category_scores_gemma":[0.0002048374,0.0001288655,0.00004228674,0.0002411285,0.00003925633,0.0001053313,0.0001515954,0.00007010646,0.0008393228],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001171084,"about_ca_system_score_gemma":0.00001555012,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006631394,"about_ca_topic_score_gemma":0.002450528,"domain_scores_codex":[0.9990271,0.00004606074,0.0002442014,0.0002846709,0.0001530421,0.0002448865],"domain_scores_gemma":[0.9995589,0.00003661399,0.00008530847,0.0001552162,0.000009656329,0.0001542872],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.001825535,0.0001651661,0.02461606,0.00005639128,0.00006798369,0.00002280409,0.003096569,0.02696376,0.8954734,0.0005914183,0.04275788,0.004363036],"study_design_scores_gemma":[0.003419833,0.002784543,0.7917095,0.00005153948,0.0001309591,0.000005894036,0.0003681903,0.001351089,0.1770187,0.0006253775,0.02168885,0.0008455762],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9804239,0.000006496836,0.0002233922,0.0009895585,0.0005839344,0.0005075877,0.000006377601,0.00004321948,0.01721553],"genre_scores_gemma":[0.9972115,0.000001846732,0.0009330843,0.001410111,0.0002453468,0.00003811729,0.000003728961,0.0000146853,0.0001415357],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7670934,"threshold_uncertainty_score":0.9999387,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01004209007171009,"score_gpt":0.2153586052271395,"score_spread":0.2053165151554295,"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."}}