{"id":"W7132966733","doi":"","title":"Impact of Climate Change on Winter Road Systems in Ontario&apos;s Far North: First Nations&apos; and Climatological Perspectives on the Changing Viability and Longevity of Winter Roads","year":2016,"lang":"","type":"dissertation","venue":"TSpace","topic":"Smart Materials for Construction","field":"Environmental Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Climate change; Vulnerability (computing); Bay; Effects of global warming; Global warming","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"],"consensus_categories":[],"category_scores_codex":[0.0009671926,0.0005962663,0.0009090731,0.0004103699,0.0003737288,0.00008223609,0.0002774892,0.0003625273,0.0008013669],"category_scores_gemma":[0.0002871961,0.0003866374,0.0002271723,0.0003373297,0.0008130818,0.0003438984,0.0002379712,0.0003917785,0.00003038379],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001168432,"about_ca_system_score_gemma":0.00003793677,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.06516426,"about_ca_topic_score_gemma":0.2915822,"domain_scores_codex":[0.9967283,0.0004424742,0.000787487,0.000951039,0.0005052062,0.0005854727],"domain_scores_gemma":[0.9978452,0.0005014552,0.0008823052,0.0005778868,0.00007423754,0.000118859],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001079198,0.0002890275,0.9162197,0.0002995041,0.00008004469,0.000003527976,0.07911563,0.00003749971,0.001936007,0.0002031088,0.000002128081,0.0007346675],"study_design_scores_gemma":[0.000579323,0.0009434334,0.9774637,0.001295341,0.00006836362,0.00002446572,0.0184061,0.0002033701,0.0006290735,0.0000164824,0.00001540141,0.0003549009],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958984,0.0002013891,0.00000422534,0.0001948001,0.0005987536,0.00185472,0.0001193844,0.00001770116,0.001110647],"genre_scores_gemma":[0.9988894,0.0007741811,0.00001285555,0.000007527896,0.00005680906,0.0001372972,0.00002844076,0.00003202732,0.00006140205],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.226418,"threshold_uncertainty_score":0.9998586,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03281148383015946,"score_gpt":0.3143058086299055,"score_spread":0.281494324799746,"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."}}