{"id":"W3168277914","doi":"10.71781/13496","title":"Thermal stability of sub-Arctic highways : impacts of heat advection triggered by mobile water flow under an embankment","year":2020,"lang":"en","type":"dissertation","venue":"Papyrus : Institutional Repository (Université de Montréal)","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Advection; Levee; Arctic; Environmental science; Flow (mathematics); Geotechnical engineering; Permafrost; Marine engineering; Engineering; Civil engineering; Meteorology; Hydrology (agriculture); Geology; Geography; Oceanography; Mechanics; Thermodynamics; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001755436,0.0003199915,0.0003839746,0.0003233452,0.0007231781,0.0008756813,0.0002777438,0.000443844,0.001748233],"category_scores_gemma":[0.0002207522,0.0001454099,0.000370265,0.0003048701,0.0003284365,0.0004107201,0.0003558697,0.0004020893,0.0002803628],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0009698998,"about_ca_system_score_gemma":0.0008038679,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07444657,"about_ca_topic_score_gemma":0.08379909,"domain_scores_codex":[0.999897,0.00001187056,0.000003985142,0.00002973473,0.0000198747,0.00003751817],"domain_scores_gemma":[0.9998901,0.00001636109,0.00001428649,0.000007173773,0.00005280982,0.00001920109],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001973227,0.0005953019,0.6324561,0.000428114,0.0003520341,0.002007994,0.001825475,0.135914,0.1754469,0.002119044,0.002034313,0.04484765],"study_design_scores_gemma":[0.00003174554,0.000443383,0.866577,0.00004234433,0.0001602157,0.0001813986,0.004636493,0.1011829,0.02285795,0.0006565163,0.003168892,0.00006123597],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9980768,0.00007313876,0.0002729341,0.00003893747,0.00001078104,0.000004840938,0.0002202006,0.00001655324,0.001285682],"genre_scores_gemma":[0.9989426,0.00007659595,0.0001507599,0.000007103481,0.000003190393,0.00000547659,0.0001590408,0.000005211535,0.0006499408],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9255534,"threshold_uncertainty_score":0.1480265,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01039350682980417,"score_gpt":0.1784662377726036,"score_spread":0.1680727309427994,"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."}}