{"id":"W2958489179","doi":"10.3389/fevo.2019.00239","title":"Climate, Environment, and Disturbance History Govern Resilience of Western North American Forests","year":2019,"lang":"en","type":"article","venue":"Frontiers in Ecology and Evolution","topic":"Fire effects on ecosystems","field":"Environmental Science","cited_by":310,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Guelph; Native Mental Health Association of Canada; University of British Columbia","funders":"Pacific Northwest Research Station; U.S. Forest Service; U.S. Department of Agriculture","keywords":"Disturbance (geology); Resistance (ecology); Resilience (materials science); Ecosystem; Psychological resilience; Ecology; Environmental resource management; Climate change; Geography; Ecological resilience; Forest ecology; Scale (ratio); Environmental science; Biology","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":[0.0001753427,0.00009491223,0.0002094029,0.00003662902,0.00003167994,0.000001966989,0.00009188167,0.00005217388,0.00002076115],"category_scores_gemma":[0.00001801059,0.00009691266,0.00001347359,0.00006793416,0.000538199,0.0001847261,0.0001077773,0.00008987256,0.00003990152],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006533853,"about_ca_system_score_gemma":0.000005625764,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004423601,"about_ca_topic_score_gemma":0.005350681,"domain_scores_codex":[0.9991338,0.00008052048,0.0001658034,0.0002953143,0.0000944959,0.0002300502],"domain_scores_gemma":[0.999608,0.00003736562,0.0001527972,0.0001562392,0.000001425708,0.00004421281],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00004874724,0.00003072902,0.9963919,0.0000271194,0.000003277736,0.000001603184,0.0001340972,0.0002318327,0.0001182763,0.000007424582,0.001023235,0.001981757],"study_design_scores_gemma":[0.0002700071,0.0002024316,0.9929583,0.000008661332,0.000005541603,0.000004340196,0.0000481632,0.004997298,0.000006864609,0.00002570632,0.001374955,0.00009771378],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9982435,0.0004233609,0.0002565552,0.0000248001,0.0003819663,0.000243079,0.000006727225,0.000008652332,0.000411406],"genre_scores_gemma":[0.9990083,0.0001939899,0.0004488401,0.00003041877,0.000007374981,0.00001544308,0.000003082269,0.000006544326,0.0002860317],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.00490832,"threshold_uncertainty_score":0.3951983,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.002011460568326251,"score_gpt":0.1611199453936606,"score_spread":0.1591084848253344,"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."}}