{"id":"W4312423879","doi":"10.14195/978-989-26-2298-9_253","title":"High Resolution Wildfire Fuel Mapping for Community Directed Forest Management Planning","year":2022,"lang":"en","type":"book-chapter","venue":"Imprensa da Universidade de Coimbra eBooks","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Northern British Columbia","funders":"","keywords":"Environmental resource management; Forest management; Adaptive management; Climate change; Geography; Environmental planning; Environmental science; Business; Ecology; Forestry","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0006308393,0.000618437,0.0005749973,0.000311091,0.001107522,0.0001039208,0.001065074,0.0004081513,0.0005870892],"category_scores_gemma":[0.00002613135,0.0007691191,0.00029114,0.00006856508,0.0002818812,0.0001787938,0.001291229,0.001149709,0.00008461006],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002513786,"about_ca_system_score_gemma":0.0000397202,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002548974,"about_ca_topic_score_gemma":0.0004727313,"domain_scores_codex":[0.9972859,0.0002495998,0.0004657,0.0006826222,0.0005723676,0.0007438303],"domain_scores_gemma":[0.9977892,0.0003836441,0.0005362473,0.001043621,0.00001589103,0.0002314056],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00422543,0.000968689,0.01052359,0.01018371,0.007516942,0.006243013,0.03182537,0.05779787,0.01585218,0.352428,0.291164,0.2112712],"study_design_scores_gemma":[0.00267167,0.0004889635,0.01562272,0.0008600514,0.0004368981,0.00007892825,0.0008340682,0.007528731,0.00004489576,0.007501409,0.9622465,0.001685161],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.04083334,0.0001129244,0.001253483,0.0001048899,0.0007948431,0.002953822,0.0006235968,0.0007875043,0.9525356],"genre_scores_gemma":[0.5360191,0.00002117224,0.003764325,0.0003418915,0.0001741744,0.0001649039,0.001099408,0.0002879268,0.4581271],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6710825,"threshold_uncertainty_score":0.999476,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01929645891712214,"score_gpt":0.2113285245926472,"score_spread":0.192032065675525,"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."}}