{"id":"W4415936227","doi":"10.15376/biores.21.1.10-12","title":"Wildfire management: Canada’s carbon opportunity and a lesson for all","year":2025,"lang":"en","type":"article","venue":"BioResources","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Toronto","funders":"","keywords":"Greenhouse gas; Carbon fibers; Carbon dioxide; Carbon offset; Carbon dioxide in Earth's atmosphere; Wood fuel; Sustainable development; Climate change; Carbon credit","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001757656,0.000105816,0.0001129654,0.00002749262,0.00009320081,0.00002597793,0.0001580332,0.00003942256,0.00001972683],"category_scores_gemma":[0.00002374768,0.00009597366,0.00001901908,0.00008391838,0.00005811878,0.00002416568,0.0001340705,0.00003826808,0.000001833496],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001520872,"about_ca_system_score_gemma":0.00002008451,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.5195415,"about_ca_topic_score_gemma":0.5960886,"domain_scores_codex":[0.9992611,0.00003098906,0.0001133264,0.0002448537,0.0001399588,0.0002097657],"domain_scores_gemma":[0.9996285,0.00005572164,0.00004206469,0.0001770772,0.000001597414,0.00009502296],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001225655,0.0001302767,0.5895081,0.0006647077,0.0002305754,0.00007273547,0.0009767389,0.00004082929,0.002395069,0.0007158875,0.1014567,0.3036858],"study_design_scores_gemma":[0.0003693991,0.00003392806,0.1881925,0.00004859569,0.00004004762,0.000001622744,0.0001665781,0.004254134,0.0004284306,0.00009667147,0.8062043,0.0001637827],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9616424,0.0001763563,0.00001179762,0.001131033,0.00013451,0.000450305,0.00001172511,0.00003276646,0.03640913],"genre_scores_gemma":[0.9961076,0.0000123652,0.0001057761,0.0006045089,0.00001651387,0.00004933493,0.000005285176,0.000008146731,0.003090477],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7047475,"threshold_uncertainty_score":0.4836579,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007397711347777369,"score_gpt":0.2101648279715018,"score_spread":0.2027671166237244,"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."}}