{"id":"W2403077904","doi":"10.5849/jof.15-008","title":"Progress in Wilderness Fire Science: Embracing Complexity","year":2015,"lang":"en","type":"article","venue":"Journal of Forestry","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":36,"is_retracted":false,"has_abstract":false,"ca_institutions":"Canadian Parks and Wilderness Society","funders":"","keywords":"Wilderness; Wilderness area; Fire regime; Environmental resource management; Wildlife; Fire ecology; Process (computing); Ecosystem management; Environmental science; Environmental planning; Ecosystem; Geography; Ecology; Computer science","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00176027,0.00009419404,0.0001957599,0.00007617377,0.00006615613,0.00006426112,0.000691644,0.00004802294,0.0000524466],"category_scores_gemma":[0.0002332705,0.00007421588,0.00004338696,0.0004954388,0.0005727769,0.0008209351,0.0002185877,0.0002530293,0.00005587257],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004627024,"about_ca_system_score_gemma":0.0001192729,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000136785,"about_ca_topic_score_gemma":0.00007780435,"domain_scores_codex":[0.9983461,0.00005613937,0.0003583736,0.0001406607,0.0008159365,0.0002827499],"domain_scores_gemma":[0.999164,0.000029681,0.0003009606,0.0002245758,0.00003444745,0.0002463039],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003434186,0.0001020911,0.9869822,0.00001566212,0.000002974883,0.0001363399,0.0004833652,0.0006871438,0.0002423432,0.00005985646,0.00120511,0.01004859],"study_design_scores_gemma":[0.0008145133,0.0002281046,0.9789738,0.000162041,0.000005387471,0.0004713024,0.0002759804,0.01505981,0.0007342906,0.002654874,0.0004794976,0.0001403773],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9962819,0.0001440492,0.00002383473,0.0002993621,0.0004750371,0.00009980237,7.133286e-7,0.000008475969,0.002666815],"genre_scores_gemma":[0.9984391,0.00000109411,0.001390164,0.00003123644,0.00009587646,0.000001778473,1.8409e-7,0.000007868184,0.00003268291],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01437267,"threshold_uncertainty_score":0.3026436,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02496483833387857,"score_gpt":0.2775084421059454,"score_spread":0.2525436037720669,"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."}}