{"id":"W2133854405","doi":"10.1071/wf02031","title":"An effective wind speed for models of fire spread","year":2002,"lang":"en","type":"article","venue":"International Journal of Wildland Fire","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":93,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Ministry of Natural Resources","keywords":"Wind speed; Meteorology; Environmental science; Wind direction; Fire regime; Atmospheric sciences; Flame spread; Geology; Geography","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003161808,0.0001150714,0.0002203741,0.00004708719,0.00003407196,0.00002959633,0.0004771965,0.00006577771,0.0003925834],"category_scores_gemma":[0.00005437957,0.00009314303,0.0001428152,0.00006251653,0.00006186746,0.0006167977,0.00003863339,0.0001117922,0.00002751277],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001470218,"about_ca_system_score_gemma":0.000004993415,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000150674,"about_ca_topic_score_gemma":0.00001472238,"domain_scores_codex":[0.9987815,0.00004502797,0.0003871733,0.0001383395,0.0005134295,0.000134512],"domain_scores_gemma":[0.9991306,0.00015475,0.0004092449,0.0001217268,0.00008887288,0.00009480475],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001265537,0.002118764,0.2383517,0.00008882805,0.0008360593,0.0002344605,0.004959506,0.2746246,0.02256033,0.0001223413,0.03544707,0.4193908],"study_design_scores_gemma":[0.002497074,0.001330466,0.03789502,0.0002182256,0.0000449237,0.0002989436,0.00006090914,0.9517317,0.001325111,0.001092753,0.003285249,0.0002196045],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996958,0.0001225642,0.0005716757,0.0003456246,0.0008844437,0.0002482193,0.00004432964,0.000007063095,0.0008180835],"genre_scores_gemma":[0.9989474,0.00002729695,0.0004224827,0.00008013842,0.000331547,0.000001562665,0.000004056898,0.00001449328,0.0001710565],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6771072,"threshold_uncertainty_score":0.4298513,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01134140979035331,"score_gpt":0.2425585711296247,"score_spread":0.2312171613392714,"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."}}