{"id":"W2902021896","doi":"10.13140/rg.2.1.1735.3044","title":"Economic Implications of Climate Change Adaptations for Mine Access Roads in Northern Canada","year":2015,"lang":"en","type":"article","venue":"","topic":"Underground infrastructure and sustainability","field":"Engineering","cited_by":10,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Climate change; Geography; Environmental resource management; Environmental planning; Environmental science; Geology; Oceanography","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":[],"consensus_categories":[],"category_scores_codex":[0.00005313867,0.00005822903,0.00009718174,0.00003972274,0.00001466861,0.00000979326,0.0001017601,0.00002463006,0.00001957017],"category_scores_gemma":[0.00001224012,0.0000572759,0.00001694554,0.00006221454,0.000009090714,0.0001697679,0.00001557618,0.00002643984,4.904319e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004041673,"about_ca_system_score_gemma":0.0001878747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.2583417,"about_ca_topic_score_gemma":0.9912543,"domain_scores_codex":[0.9995885,0.000004155228,0.0001712088,0.00007207796,0.00002603325,0.0001380116],"domain_scores_gemma":[0.9997078,0.00003258874,0.00001842039,0.0001372985,0.00005608155,0.00004786666],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001547416,0.00002548945,0.8176912,0.0001489538,0.00003166153,3.876464e-7,0.0008570055,0.1438096,0.00004381979,0.01181936,0.00481962,0.0207374],"study_design_scores_gemma":[0.000607917,0.00003066884,0.937391,0.000004952413,0.00001199105,0.000001329832,0.001201526,0.0369577,0.0001529274,0.01265168,0.01078332,0.0002049485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9797124,0.00005461196,0.003904982,0.0006813415,0.000138709,0.0003771294,0.00009197165,0.00003468859,0.01500422],"genre_scores_gemma":[0.9993047,0.00001070345,0.0004227327,0.00004370239,0.00003555946,0.0001225768,0.00003017105,0.000009228767,0.00002068892],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7329126,"threshold_uncertainty_score":0.7465971,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02872967851636211,"score_gpt":0.2616565471735409,"score_spread":0.2329268686571788,"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."}}