{"id":"W2334135602","doi":"10.5849/forsci.13-719","title":"Using Modeled Surface and Crown Fire Behavior Characteristics to Evaluate Fuel Treatment Effectiveness: A Caution","year":2014,"lang":"en","type":"article","venue":"Forest Science","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":29,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pinus contorta; Crown (dentistry); Environmental science; Thinning; Wind speed; Pinus <genus>; Atmospheric sciences; Meteorology; Forestry; Geology; Geography; Biology; Materials science; Botany","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":[0.001249108,0.0001893726,0.0002092163,0.00003982717,0.0003647701,0.0001235125,0.0002442449,0.00004591977,0.0000336538],"category_scores_gemma":[0.0001510365,0.0001562422,0.00003002713,0.0004408039,0.0003561847,0.0004208336,0.0001908335,0.0000495954,0.0001910339],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007602932,"about_ca_system_score_gemma":0.00004059289,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002507398,"about_ca_topic_score_gemma":0.0003380314,"domain_scores_codex":[0.9982017,0.0001380199,0.0001714319,0.0005809286,0.0004846872,0.0004232207],"domain_scores_gemma":[0.9991983,0.00009648108,0.00008167047,0.0003515176,0.00002378759,0.0002483127],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00008434652,0.000203335,0.5545847,0.0000533849,0.000005894114,0.00001335056,0.001125098,0.0999228,0.327159,0.0002360079,0.00001179634,0.01660031],"study_design_scores_gemma":[0.000226127,0.0002861275,0.4440001,0.0000348902,0.00001914504,0.00001450832,0.000005340861,0.5538993,0.001244168,0.0000728992,0.00005539607,0.0001420752],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9931748,0.00001160994,0.005508436,0.00002082846,0.0002599723,0.0008625569,0.00001025619,0.00004548753,0.0001060816],"genre_scores_gemma":[0.9984128,0.000002781322,0.001416643,0.00002470728,0.00002456859,0.0000596116,0.000002174039,0.00001421351,0.00004251555],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4539765,"threshold_uncertainty_score":0.6371371,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02226826973073288,"score_gpt":0.2832330216203933,"score_spread":0.2609647518896605,"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."}}