{"id":"W91330848","doi":"","title":"Numerical Simulation of the Dynamics and Microphysics of Prescribed Forest Burns","year":2024,"lang":"en","type":"article","venue":"OSTI OAI (U.S. Department of Energy Office of Scientific and Technical Information)","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Lawrence Livermore National Laboratory; U.S. Department of Energy","keywords":"Meteorology; Environmental science; Atmospheric sciences; Cloud physics; Slash (logging); Cloud computing; Physics; Geography; Computer science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000123177,0.0003117824,0.0003153921,0.0002356725,0.0004919645,0.0004618977,0.0005480241,0.0004961743,0.001394434],"category_scores_gemma":[0.0007075978,0.000179092,0.0002869558,0.0004113462,0.000444165,0.0003552951,0.0002991488,0.0003472288,0.00009119227],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001466513,"about_ca_system_score_gemma":0.0009655792,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1218283,"about_ca_topic_score_gemma":0.07178199,"domain_scores_codex":[0.9999219,0.0000138523,0.00000385379,0.00001247633,0.00001516228,0.00003273597],"domain_scores_gemma":[0.9997333,0.0001193614,0.0000417335,0.00001641616,0.00004171508,0.00004748643],"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":[0.0000473539,0.0000249868,0.004542832,0.000007863857,0.000008107735,0.00005295647,0.00002117549,0.9928688,0.0007978955,0.0004891927,0.0001311792,0.001007499],"study_design_scores_gemma":[0.00001172222,0.00001497627,0.001716814,0.000002021108,0.000003019604,0.00001047944,0.00002267549,0.9975363,0.0003688159,0.0001305887,0.0001787908,0.000003800972],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9888038,0.00004648106,0.004900776,0.0000710564,0.00001141127,0.00001996652,0.0004885049,0.00007718611,0.005580926],"genre_scores_gemma":[0.9971571,0.00004684772,0.001607349,0.0000123475,0.000002157777,0.00001863477,0.0002127203,0.00001180794,0.0009311457],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1218283,"threshold_uncertainty_score":0.2422383,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005571160980776863,"score_gpt":0.2057653413138665,"score_spread":0.2001941803330896,"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."}}