{"id":"W2773931914","doi":"","title":"Climate change and the long-term viability of the World’s busiest heavy haul ice road","year":2017,"lang":"en","type":"article","venue":"White Rose Research Online (University of Leeds, The University of Sheffield, University of York)","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"École de Technologie Supérieure; Université du Québec à Montréal; Government of Northwest Territories; Geological Survey of Canada; Carleton University","funders":"Aboriginal Affairs and Northern Development Canada","keywords":"Downscaling; Climate change; Environmental science; Climatology; Arctic; Global warming; Climate model; Haulage; Latitude; Truck; Arctic ice pack; Physical geography; Permafrost; Geography; Sea ice; Geology; Oceanography; Engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00178562,0.0001969369,0.0004989687,0.0001852263,0.002465245,0.00002407208,0.002816765,0.0001836391,0.0008933456],"category_scores_gemma":[0.00009963239,0.0001740662,0.0002907426,0.0005144998,0.01174915,0.0006555227,0.004015971,0.0005341773,0.00001680695],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001776944,"about_ca_system_score_gemma":0.00007388783,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.03877852,"about_ca_topic_score_gemma":0.06923453,"domain_scores_codex":[0.9974763,0.0006714888,0.0001792177,0.0004274732,0.0008127823,0.0004327664],"domain_scores_gemma":[0.997298,0.0003355025,0.0006296449,0.00138964,0.0002114891,0.0001357024],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.006684596,0.0008711203,0.932638,0.0006346776,0.0003677009,0.00006243947,0.02865465,0.0002173796,0.004521513,0.001926758,0.001599483,0.02182169],"study_design_scores_gemma":[0.002603662,0.000142264,0.9759285,0.0002293042,0.0001888688,0.000009363224,0.01759955,0.0006311552,0.0003096332,0.0001189913,0.002052624,0.0001861223],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9869466,0.00005395986,0.00007918536,0.008202724,0.0001273896,0.0007590675,0.000199725,0.00001845864,0.003612825],"genre_scores_gemma":[0.997196,0.000797666,0.0005119863,0.00001373262,0.00002867737,2.560345e-8,0.00000946132,0.000008697587,0.001433747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04329047,"threshold_uncertainty_score":0.9988334,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04022834652993255,"score_gpt":0.254336271716673,"score_spread":0.2141079251867405,"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."}}