{"id":"W2318960859","doi":"10.1139/t10-101","title":"Impacts of permafrost degradation on a road embankment at Umiujaq in Nunavik (Quebec), Canada","year":2011,"lang":"en","type":"article","venue":"Canadian Geotechnical Journal","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":185,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada; Natural Resources Canada; Université Laval; Center for Northern Studies","funders":"Natural Sciences and Engineering Research Council of Canada; Université Laval","keywords":"Permafrost; Levee; Geotechnical engineering; Geology; Silt; Subgrade; Subsidence; Geomorphology; Oceanography","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":true,"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":[0.0001406939,0.0002836285,0.0002275138,0.0004440742,0.002551955,0.0008686631,0.000818825,0.0003513192,0.00179439],"category_scores_gemma":[0.0003827122,0.000163006,0.0001922422,0.00085252,0.0006720357,0.0001872746,0.0004532981,0.0002928098,0.0001799039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01672756,"about_ca_system_score_gemma":0.01125913,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9908579,"about_ca_topic_score_gemma":0.9971691,"domain_scores_codex":[0.9998036,0.00001594685,0.000005995143,0.00002722891,0.00005206954,0.0000952105],"domain_scores_gemma":[0.9997445,0.00001661635,0.00002509109,0.000008074097,0.0001342153,0.00007149635],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003778335,0.0002037892,0.9416842,0.0000974018,0.00009039192,0.003621877,0.002728131,0.01422213,0.01119279,0.0004205275,0.002205127,0.02315593],"study_design_scores_gemma":[0.00001247115,0.00004657133,0.9888712,0.00001934446,0.0000131495,0.0001325144,0.003460026,0.005381606,0.000575497,0.00002818392,0.001442967,0.00001658692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980931,0.00005862753,0.00004808213,0.00005126357,0.000002083587,0.00001391549,0.0003128217,0.000007422485,0.001412651],"genre_scores_gemma":[0.9987244,0.00005564986,0.0001137952,0.00001183975,4.700143e-7,0.0000046773,0.0002053643,0.000001993151,0.0008817447],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01672756,"threshold_uncertainty_score":0.1213675,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03260218900103973,"score_gpt":0.2178760417600039,"score_spread":0.1852738527589642,"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."}}