{"id":"W2135243933","doi":"10.1071/wf04061","title":"Predicting the ignition of crown fuels above a spreading surface fire. Part I: model idealization","year":2006,"lang":"en","type":"article","venue":"International Journal of Wildland Fire","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":96,"is_retracted":false,"has_abstract":true,"ca_institutions":"Canadian Forest Service","funders":"Rocky Mountain Research Station; U.S. Forest Service","keywords":"Ignition system; Heat transfer; Environmental science; Crown (dentistry); Minimum ignition energy; Sink (geography); Plume; Meteorology; Mechanics; Atmospheric sciences; Materials science; Engineering; Geography; Geology; Aerospace engineering; Composite material; Physics","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":[0.0005553688,0.0001030533,0.0001474281,0.00002756357,0.0000734098,0.0000546625,0.0003513701,0.00005532258,0.0001308225],"category_scores_gemma":[0.00008113615,0.00007365635,0.00009623537,0.0001003248,0.0000655261,0.0004338633,0.0000616481,0.0001340166,0.00001397507],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001616839,"about_ca_system_score_gemma":0.00002044954,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008450531,"about_ca_topic_score_gemma":0.0001039084,"domain_scores_codex":[0.9984452,0.00005693166,0.0005512317,0.0001140737,0.0007041273,0.0001284733],"domain_scores_gemma":[0.9989612,0.0001316313,0.0006749894,0.00009768781,0.00009675817,0.00003777926],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001217284,0.0001422444,0.3750108,0.00001826461,0.00008114413,0.00002509339,0.0006463336,0.6008406,0.01028539,0.000104421,0.008598765,0.004125156],"study_design_scores_gemma":[0.0007680477,0.0001067395,0.05148939,0.0003401478,0.00004073125,0.0001933783,0.00008253508,0.9416005,0.002211764,0.001447094,0.001577746,0.0001419393],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.994321,0.0001113005,0.002721608,0.0005513936,0.0005703875,0.0001133066,0.00003485553,0.00001044249,0.001565646],"genre_scores_gemma":[0.999012,0.00003954564,0.000276139,0.0000765771,0.0003617892,0.000001779285,0.00001228138,0.00001204084,0.0002078714],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3407599,"threshold_uncertainty_score":0.3003619,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008202423880364436,"score_gpt":0.222911489018895,"score_spread":0.2147090651385306,"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."}}