{"id":"W1988238639","doi":"10.1061/9780784412473.012","title":"Segregation Potential from a Highway Embankment on Thawed Permafrost","year":2012,"lang":"en","type":"article","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Natural Sciences and Engineering Research Council of Canada; University of Manitoba","keywords":"Permafrost; Frost heaving; Levee; Soil water; Frost (temperature); Geotechnical engineering; Environmental science; Geology; Hydrology (agriculture); Soil science; Geomorphology","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"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":[0.0001006408,0.0002763713,0.0002985917,0.0006687897,0.0005011674,0.0002996066,0.0002677022,0.0002098247,0.0008166299],"category_scores_gemma":[0.0002528262,0.0001419568,0.0002138398,0.000571794,0.000264721,0.0002317819,0.0003150564,0.000193335,0.0001526861],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004540938,"about_ca_system_score_gemma":0.0002770593,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01611117,"about_ca_topic_score_gemma":0.03060585,"domain_scores_codex":[0.9999232,0.000008129778,0.000004537802,0.00002010635,0.00002507761,0.0000189939],"domain_scores_gemma":[0.9998389,0.00002765907,0.0000240294,0.00001450846,0.00006564129,0.00002912134],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001495369,0.0003903942,0.7207426,0.0001664362,0.0001833399,0.002229587,0.0008953483,0.03907196,0.2062108,0.0002345323,0.0005218627,0.02785776],"study_design_scores_gemma":[0.00001762595,0.0004083879,0.9444816,0.000007525772,0.00003237095,0.0002495564,0.0004505813,0.03336471,0.02054636,0.00008120552,0.000335782,0.00002433845],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9997182,0.000005025678,0.00006601975,0.000002236693,2.317177e-7,0.000001159932,0.0000949215,0.000004835793,0.0001074303],"genre_scores_gemma":[0.9995542,0.00000906617,0.0001066806,9.996941e-7,3.221399e-7,0.000001219394,0.0002314021,0.000001406083,0.00009458408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01611117,"threshold_uncertainty_score":0.03203475,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03159291219944205,"score_gpt":0.2311179604234962,"score_spread":0.1995250482240542,"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."}}