{"id":"W2772795300","doi":"10.1088/1748-9326/aa9ead","title":"Biological and geophysical feedbacks with fire in the Earth system","year":2017,"lang":"en","type":"article","venue":"Environmental Research Letters","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":343,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph","funders":"Australian Research Council; Coordenação de Aperfeiçoamento de Pessoal de Nível Superior; National Evolutionary Synthesis Center; National Aeronautics and Space Administration","keywords":"Earth system science; Fire regime; Earth science; Flammability; Environmental science; Vegetation (pathology); Ecology; Biogeochemistry; Ecosystem; Fire ecology; Biogeochemical cycle; Peat; Climate change; Geology; Biology","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.001372748,0.0001595531,0.0001610824,0.00002571652,0.0007417023,0.0002013753,0.0007554152,0.00006180039,0.0001814754],"category_scores_gemma":[0.00004947943,0.00009336908,0.0000310942,0.00006459172,0.001734543,0.0002710045,0.0005376159,0.0004839267,0.001159587],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002209693,"about_ca_system_score_gemma":0.000002876753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000850419,"about_ca_topic_score_gemma":0.0001183896,"domain_scores_codex":[0.9974287,0.000524561,0.0001357529,0.0004780722,0.000857376,0.0005755099],"domain_scores_gemma":[0.9988264,0.0002888274,0.00005653416,0.0007101004,6.655078e-7,0.0001174163],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001190027,0.000199195,0.9154611,0.00002271567,0.00001448751,0.0005889239,0.0007509387,0.00002796139,0.06423035,0.00004498062,0.001117269,0.01742304],"study_design_scores_gemma":[0.000435788,0.0002469485,0.9948396,0.00003664528,0.000002048045,0.00005286705,0.0004838699,0.00136356,0.0004017401,0.000007716247,0.001990189,0.0001390266],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9946444,0.00002977886,0.000005884051,0.002533192,0.00003261927,0.0005954875,0.00000703581,0.00001067445,0.002140936],"genre_scores_gemma":[0.9994346,0.00001600764,0.00006081656,0.0002062203,0.0000653817,0.00009238033,0.00000383007,0.00001451331,0.0001061863],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07937846,"threshold_uncertainty_score":0.9996181,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0211135338701229,"score_gpt":0.2592993670963435,"score_spread":0.2381858332262206,"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."}}