{"id":"W2127064966","doi":"10.14430/arctic4214","title":"Using Multiple Sources of Knowledge to Investigate Northern Environmental Change: Regional Ecological Impacts of a Storm Surge in the Outer Mackenzie Delta, N.W.T.","year":2012,"lang":"en","type":"article","venue":"ARCTIC","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":38,"is_retracted":false,"has_abstract":true,"ca_institutions":"Aurora College; Queen's University; Aboriginal Affairs Northern Dev Canada; Bedford Institute of Oceanography; University of Victoria; Carleton University; Geological Survey of Canada","funders":"Natural Resources Canada; Natural Sciences and Engineering Research Council of Canada; Killam Trusts; Aboriginal Affairs and Northern Development Canada; Aurora Research Institute","keywords":"Storm surge; Vegetation (pathology); Climate change; Storm; Environmental change; Delta; Flooding (psychology); Environmental science; Wildlife; Physical geography; Surge; Geography; Ecology; Oceanography; Geology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003645069,0.00009706016,0.0001496128,0.00006821848,0.0000502127,0.000007102587,0.0001475528,0.00004633345,0.0007461141],"category_scores_gemma":[0.00003720511,0.00006317897,0.00005056366,0.0001242117,0.0001140753,0.0001449583,0.00002413356,0.00007874541,0.00005404192],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001162255,"about_ca_system_score_gemma":0.00001336077,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.02844641,"about_ca_topic_score_gemma":0.2644495,"domain_scores_codex":[0.999179,0.0001019341,0.0001792467,0.0001054151,0.0001449538,0.0002894221],"domain_scores_gemma":[0.9994028,0.0002755586,0.00007594105,0.0001205166,0.000008477591,0.0001167182],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002649867,0.00008186398,0.9864598,0.00002352178,0.000005961094,0.000003769639,0.01236989,0.00003688898,0.0003321101,0.000001289679,0.00002273499,0.0006356587],"study_design_scores_gemma":[0.0001677485,0.00008316547,0.9969645,0.00002819941,0.00001099571,0.00002476678,0.000888354,0.001079556,0.0001161632,0.00001767198,0.0005365457,0.00008237073],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980327,0.000870596,5.043369e-7,0.0001805383,0.00009369296,0.0001817247,0.0006083368,0.00000310375,0.00002881817],"genre_scores_gemma":[0.9990076,0.00004134263,0.00004902957,0.0004767803,0.0001361537,0.000002288743,0.00028046,0.000003133704,0.000003158181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2360031,"threshold_uncertainty_score":0.9780232,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1354774936139846,"score_gpt":0.2784704720780053,"score_spread":0.1429929784640206,"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."}}