{"id":"W4317888556","doi":"10.1111/nph.18770","title":"Integrating plant physiology into simulation of fire behavior and effects","year":2023,"lang":"en","type":"review","venue":"New Phytologist","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":55,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Science Foundation of Sri Lanka; Australian Research Council; Horizon 2020 Framework Programme; Laboratory Directed Research and Development; U.S. Forest Service; Biological and Environmental Research; Australian Research Data Commons; Ministerio de Ciencia e Innovación; Singapore Telecommunications Limited; Nuclear Safety and Security Commission; Los Alamos National Laboratory; National Center for Atmospheric Research; Universität Innsbruck; Office of Science; Austrian Science Fund; Natural Sciences and Engineering Research Council of Canada; U.S. Department of Agriculture; National Aeronautics and Space Administration; Brookhaven National Laboratory; U.S. Department of Energy; U.S. Department of Defense; Strategic Environmental Research and Development Program; National Science Foundation","keywords":"Environmental science; Vegetation (pathology); Fire regime; Fidelity; Scale (ratio); Ecology; Climate change; Environmental resource management; Computer science; Ecosystem; Geography; Biology","routes":{"ca_aff":true,"ca_fund":true,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0002094364,0.0003454879,0.001316803,0.00005136315,0.00006845528,0.00001512632,0.0002755318,0.0003444537,0.00004788646],"category_scores_gemma":[0.0002953086,0.0002601499,0.0001645881,0.0002817214,0.0002115127,0.0000720562,0.0002829003,0.0002847006,0.0002799359],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001529185,"about_ca_system_score_gemma":0.00003076238,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002360342,"about_ca_topic_score_gemma":0.0006160521,"domain_scores_codex":[0.9983074,0.0002607964,0.0004952371,0.0005190459,0.0001686669,0.0002488365],"domain_scores_gemma":[0.9978825,0.001189751,0.0004952362,0.0003440538,0.000004375819,0.00008403154],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.000003401882,0.00002727609,0.0002869573,0.00911629,0.00002590782,0.00001812655,0.00006531476,0.0000688338,0.0000741424,0.000008526018,0.0006328053,0.9896724],"study_design_scores_gemma":[0.0007902106,0.001034593,0.006986881,0.02620637,0.001349427,0.00008861838,0.00003302113,0.01404053,0.00009440519,0.0003186617,0.9474843,0.001572937],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.009215864,0.9873803,0.00007207597,0.000009019463,0.0007714708,0.002087984,0.00004538376,0.0001679765,0.0002499467],"genre_scores_gemma":[0.03544483,0.9629701,0.0004925737,0.00002259364,0.0002116599,0.0002968639,0.0001930988,0.0000918677,0.0002764496],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9880995,"threshold_uncertainty_score":0.9999851,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03302996711079548,"score_gpt":0.3187696464888656,"score_spread":0.2857396793780702,"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."}}