{"id":"W2313892343","doi":"10.1061/40836(210)61","title":"Airfields and Access Roads Performance Assessment in Nunavik, Quebec, Canada","year":2006,"lang":"en","type":"article","venue":"","topic":"Climate change and permafrost","field":"Earth and Planetary Sciences","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Université Laval","funders":"","keywords":"Permafrost; Runway; Environmental science; Settlement (finance); Environmental planning; Computer science; Geology; Geography; Archaeology","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004889654,0.0004003154,0.0002134695,0.0009947617,0.001755096,0.001047883,0.0007568225,0.0002350885,0.002476863],"category_scores_gemma":[0.0009714581,0.0001547598,0.0002294822,0.001631947,0.0004969088,0.0003516955,0.0004837444,0.0002371088,0.0003772169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.02219347,"about_ca_system_score_gemma":0.01202454,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.9938822,"about_ca_topic_score_gemma":0.9981105,"domain_scores_codex":[0.9993972,0.00005661734,0.0000226221,0.0001092929,0.0002127897,0.0002015013],"domain_scores_gemma":[0.9987075,0.0000646876,0.00006414638,0.00004022428,0.0009523113,0.0001710141],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005726129,0.0002586735,0.9015459,0.0001854101,0.0001070463,0.0007193582,0.002685076,0.01877496,0.007799699,0.001051091,0.004347851,0.06195232],"study_design_scores_gemma":[0.00002008677,0.0001284992,0.9750326,0.0000390361,0.00003870149,0.00007710676,0.005288308,0.01103877,0.002066697,0.00006624882,0.006161669,0.00004234933],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9879972,0.0002750712,0.0005150281,0.00009205158,0.000008481269,0.0001108219,0.002559789,0.00004548565,0.008396024],"genre_scores_gemma":[0.9903571,0.0001503529,0.0009121191,0.00001883843,0.000001393017,0.00002286236,0.001764246,0.00001223214,0.006760795],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.02219347,"threshold_uncertainty_score":0.1610256,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01857704913603845,"score_gpt":0.2409395971264999,"score_spread":0.2223625479904614,"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."}}