{"id":"W3200379543","doi":"10.3389/fevo.2021.728958","title":"Fire Dynamics in Boreal Forests Over the 20th Century: A Data-Model Comparison","year":2021,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Vetenskapsrådet; Lunds Universitet","keywords":"Boreal; Taiga; Vegetation (pathology); Fire regime; Environmental science; Charcoal; Climatology; Physical geography; Global change; Boreal ecosystem; Climate change; Primary production; Carbon cycle; Biomass (ecology); Geography; Ecosystem; Ecology; Forestry; Geology; Oceanography; Archaeology","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004104467,0.00009472229,0.0001806586,0.00003029242,0.00009388405,0.00001237254,0.0002149041,0.0001487585,0.00001570202],"category_scores_gemma":[0.00008073552,0.0000815136,0.0000147167,0.0002047092,0.0001563176,0.0002296655,0.0002880075,0.0002204433,0.00001122152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008809089,"about_ca_system_score_gemma":0.00002886153,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001212393,"about_ca_topic_score_gemma":0.1111943,"domain_scores_codex":[0.9989347,0.000173867,0.0001914792,0.0003270337,0.0001001328,0.0002727711],"domain_scores_gemma":[0.999531,0.0000507328,0.0000608293,0.0003192131,0.000003272848,0.00003489689],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002448921,0.00007415718,0.9703977,0.000007824362,0.000005582788,0.000009392158,0.0001509904,0.004894668,0.000002554758,0.0001369008,0.02123488,0.003060896],"study_design_scores_gemma":[0.0002116575,0.0000130204,0.5018717,0.000005108748,0.000004302864,0.000003854213,0.0001651781,0.4969427,4.648461e-7,0.0004750435,0.0002611229,0.00004582166],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9951066,0.0005686908,0.002103791,0.0003589293,0.0007904143,0.000211488,0.00003289069,0.00001179502,0.0008154183],"genre_scores_gemma":[0.9986646,0.00009034863,0.000908037,0.00008427611,0.0000178929,0.00001828284,0.0001396827,0.000006785066,0.0000701407],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.4920481,"threshold_uncertainty_score":0.9050241,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006858361419112891,"score_gpt":0.2263073804677848,"score_spread":0.2194490190486719,"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."}}