{"id":"W2592381437","doi":"10.11648/j.aff.20170601.15","title":"A Geospatial Analysis of Bark Beetle-Induced Wildfire Risk Zones in the Okanogan Wenatchee National Forest","year":2017,"lang":"en","type":"article","venue":"Agriculture Forestry and Fisheries","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"U.S. Forest Service; Vanderbilt University","keywords":"Bark beetle; Infestation; Geography; Vegetation (pathology); Forestry; Geospatial analysis; Mountain pine beetle; Remote sensing; Environmental science; Cartography; Physical geography; Bark (sound); Biology","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":[0.0001845162,0.0001147735,0.00009779808,0.001353903,0.0003425696,0.0003834083,0.0001331202,0.00009665854,0.0003720329],"category_scores_gemma":[0.0003228333,0.00008025222,0.0001550387,0.0009093852,0.0001429032,0.0001156839,0.0002594171,0.00008175123,0.00005445576],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008652659,"about_ca_system_score_gemma":0.0006156253,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3155279,"about_ca_topic_score_gemma":0.5925757,"domain_scores_codex":[0.9999138,0.00001425708,0.000007461229,0.0000217225,0.00002169732,0.00002095139],"domain_scores_gemma":[0.9997912,0.00003441406,0.00004934065,0.00001616689,0.0000694196,0.00003957462],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000098826,0.00005702497,0.9835825,0.00001403412,0.00004904701,0.0001127962,0.0003383803,0.002555361,0.002130211,0.00008824345,0.000175382,0.01079819],"study_design_scores_gemma":[0.000001994808,0.00001286372,0.9942575,0.000004204996,0.00001275159,0.00002877293,0.0007346174,0.00454126,0.0001876141,0.00001993322,0.0001958131,0.000002796738],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995676,0.00001684979,0.0000692081,0.000004916398,3.373805e-7,0.000003612039,0.000196839,0.000003195124,0.0001373432],"genre_scores_gemma":[0.9988825,0.00002192728,0.0003143286,0.00000207667,5.870373e-7,0.000004092348,0.0006149074,0.000001120642,0.000158433],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3155279,"threshold_uncertainty_score":0.6273828,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007335680351009156,"score_gpt":0.2080784942179987,"score_spread":0.2007428138669896,"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."}}