{"id":"W2794864193","doi":"10.1002/ecs2.2156","title":"Wildfire‐mediated vegetation change in boreal forests of Alberta, Canada","year":2018,"lang":"en","type":"article","venue":"Ecosphere","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":175,"is_retracted":false,"has_abstract":true,"ca_institutions":"Environment and Climate Change Canada; Natural Resources Canada; Canadian Forest Service; Yukon Department of Environment; University of Alberta","funders":"Faculty of Graduate Studies and Research, University of Alberta; Natural Sciences and Engineering Research Council of Canada; Alberta Innovates - Technology Futures; Alberta Biodiversity Monitoring Institute; Alberta Conservation Association","keywords":"Environmental science; Boreal; Vegetation (pathology); Fire regime; Climate change; Taiga; Deciduous; Disturbance (geology); Grassland; Edaphic; Fire ecology; Climatology; Ecology; Physical geography; Atmospheric sciences; Ecosystem; Geography; Forestry; Soil science; 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":[0.0003906677,0.0004599215,0.0002013433,0.0003982541,0.001317724,0.001007522,0.0008431821,0.0003481571,0.001268377],"category_scores_gemma":[0.0006023598,0.0001940664,0.0003894631,0.0005407528,0.0005638304,0.0003052622,0.0003468991,0.0002824477,0.00007658464],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02192352,"about_ca_system_score_gemma":0.01435069,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9850342,"about_ca_topic_score_gemma":0.9916233,"domain_scores_codex":[0.9998055,0.00002957725,0.000007463965,0.00003775636,0.00005381388,0.00006583588],"domain_scores_gemma":[0.9997085,0.00005763157,0.00002795814,0.00001589453,0.0001315568,0.00005840062],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"observational","study_design_scores_codex":[0.0006349376,0.0002160916,0.3862536,0.0001087409,0.0002337997,0.0004593287,0.0004140362,0.5809055,0.005488906,0.002245178,0.002868807,0.02017104],"study_design_scores_gemma":[0.0002742791,0.0002044372,0.4073413,0.00005121563,0.000174053,0.0001377415,0.001667824,0.5803913,0.00240597,0.001420396,0.005823092,0.0001085266],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9933394,0.0001527511,0.0005135006,0.0001209323,0.000008933252,0.00002272197,0.001036266,0.00005677012,0.004748667],"genre_scores_gemma":[0.9980826,0.0001016351,0.0004617895,0.0000361035,0.000001632609,0.000007477199,0.0005049649,0.000004320605,0.0007994858],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02192352,"threshold_uncertainty_score":0.159067,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.005333027628036538,"score_gpt":0.1981483924844712,"score_spread":0.1928153648564347,"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."}}