{"id":"W565133682","doi":"","title":"Economic Vulnerability of Northern Canadian Mining to Winter Road Degradation Due to Climate Change","year":2015,"lang":"en","type":"article","venue":"Transportation Research Board 94th Annual MeetingTransportation Research Board","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Environmental science; Truck; Arctic; Geography; Engineering; Oceanography; Geology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.01248917,0.0003200726,0.0005810938,0.001822448,0.001669253,0.0001373721,0.0008034181,0.0002740119,0.0002220344],"category_scores_gemma":[0.001412401,0.000334122,0.0001703406,0.002033377,0.0009218156,0.0007879002,0.0000265808,0.000736368,0.0003958549],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00122016,"about_ca_system_score_gemma":0.002491802,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8432856,"about_ca_topic_score_gemma":0.9882877,"domain_scores_codex":[0.9910312,0.001635155,0.001105748,0.0009515949,0.002984558,0.002291705],"domain_scores_gemma":[0.992165,0.0006520197,0.0001656224,0.000500366,0.003755281,0.002761675],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001131777,0.0001697442,0.533357,0.0002107348,0.00009860123,0.00009272213,0.4195842,0.0008510059,0.00009554351,0.010255,0.01405971,0.02009394],"study_design_scores_gemma":[0.0007401835,0.0006623085,0.8094857,0.0002358787,0.00002452387,2.064474e-7,0.1322972,0.00002987637,0.0002306343,0.0006930836,0.05515067,0.0004497198],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9532356,0.00007014528,0.00009900711,0.03159936,0.0002914999,0.002653907,0.0008656222,0.0001038829,0.011081],"genre_scores_gemma":[0.9956779,0.0001026097,0.001687992,0.0003132188,0.0005067418,0.0007121373,0.0001502895,0.00006397555,0.0007851014],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.287287,"threshold_uncertainty_score":0.9999111,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1310573491365359,"score_gpt":0.4221442000618125,"score_spread":0.2910868509252766,"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."}}