{"id":"W4399411965","doi":"10.2991/978-94-6463-429-7_24","title":"Exploring the impact of highway construction standards on the development of the highway industry in the Northwest Territories","year":2024,"lang":"en","type":"book-chapter","venue":"Atlantis highlights in engineering/Atlantis Highlights in Engineering","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Road construction; Highway engineering; Transport engineering; Civil engineering; Environmental planning; Geography; Engineering; Regional science; Construction engineering","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008588143,0.00006516902,0.00006191998,0.0006255425,0.0005323633,0.001441957,0.0002111348,0.0001386048,0.00193864],"category_scores_gemma":[0.001419986,0.00005324344,0.00008052719,0.001579274,0.0008597341,0.0007222054,0.0007538764,0.0003811386,0.0001013431],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.005028555,"about_ca_system_score_gemma":0.007110503,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1479089,"about_ca_topic_score_gemma":0.2793709,"domain_scores_codex":[0.9992035,0.0003729435,0.00001664697,0.00002947477,0.0002222153,0.0001551111],"domain_scores_gemma":[0.9992301,0.0002993044,0.0001544918,0.00002392393,0.0002362254,0.00005597747],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"observational","study_design_scores_codex":[0.00006285216,0.0001093779,0.1906141,0.0002404957,0.00002805499,0.0005893082,0.01106067,0.009507043,0.001725826,0.5962176,0.00625629,0.1835884],"study_design_scores_gemma":[0.000005404093,0.0001152743,0.8124744,0.0002849629,0.00002616048,0.0001178552,0.02491917,0.005050746,0.002961447,0.01908912,0.1349295,0.00002588106],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6636863,0.00351184,0.001164598,0.002686996,0.00002644386,0.00001773935,0.0002155575,0.000009966088,0.3286806],"genre_scores_gemma":[0.9790165,0.004040716,0.0005302073,0.00009502046,0.00001043462,0.000008594568,0.0001155876,0.000003980755,0.01617909],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8520911,"threshold_uncertainty_score":0.2940959,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03003812556094504,"score_gpt":0.2657310115162516,"score_spread":0.2356928859553066,"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."}}