{"id":"W2803044194","doi":"10.1111/gcb.14287","title":"Cross‐scale controls on carbon emissions from boreal forest megafires","year":2018,"lang":"en","type":"article","venue":"Global Change Biology","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":136,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; University of Saskatchewan; Université Laval; Wilfrid Laurier University","funders":"Division of Environmental Biology; Natural Sciences and Engineering Research Council of Canada","keywords":"Black spruce; Taiga; Boreal; Environmental science; Greenhouse gas; Climate change; Fire regime; Atmospheric sciences; Disturbance (geology); Global warming; Physical geography; Climatology; Forestry; Ecology; Ecosystem; Geography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0007106108,0.0003452501,0.0003116641,0.0005065401,0.00048942,0.0008296599,0.0003659031,0.0002844789,0.001217572],"category_scores_gemma":[0.0008525959,0.0002399427,0.0004640014,0.0003891534,0.0003752387,0.0005535719,0.0004528346,0.0002446486,0.0001065844],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001045778,"about_ca_system_score_gemma":0.0003789598,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.05336062,"about_ca_topic_score_gemma":0.1081129,"domain_scores_codex":[0.9997073,0.00005045372,0.00001897448,0.0001159362,0.00004776662,0.00005950573],"domain_scores_gemma":[0.9992954,0.0002072508,0.0001757179,0.00006752052,0.0001303203,0.0001237904],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002368672,0.00009382285,0.9729898,0.0000323174,0.0002077826,0.00009946196,0.0001221187,0.008016837,0.01231933,0.0002688376,0.0002077131,0.005405135],"study_design_scores_gemma":[0.00000414303,0.00002205895,0.9929052,0.000002763419,0.00001542467,0.00003119184,0.0001018158,0.006324297,0.0003104662,0.00009390026,0.0001821556,0.000006675524],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9988388,0.0000656593,0.000312023,0.00002099466,0.000005454236,0.000003972296,0.0002014166,0.00001284744,0.0005387675],"genre_scores_gemma":[0.9996175,0.00002256563,0.0001334066,0.000006771916,0.000003703054,0.000002756593,0.0001284124,0.000003448033,0.00008151957],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05336062,"threshold_uncertainty_score":0.1061,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01775601535227888,"score_gpt":0.2765182277177685,"score_spread":0.2587622123654896,"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."}}