{"id":"W590693598","doi":"","title":"Emerging Arctic Opportunities: Dramatic increases expected in Arctic shipping, oil and gas exploration, fisheries, and tourism","year":2013,"lang":"en","type":"article","venue":"Coast Guard Journal of Safety & Security at Sea, Proceedings of the Marine Safety & Security Council","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Oceanography; Arctic; Beaufort sea; Submarine pipeline; Fishery; Bay; The arctic; Sea ice; Geography; Geology","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":[0.001076793,0.0002118955,0.0001739053,0.000654827,0.003006698,0.002709504,0.0002959498,0.00083493,0.004992492],"category_scores_gemma":[0.001125477,0.0001307997,0.0002030472,0.001340994,0.0009259984,0.002096866,0.002434893,0.001747932,0.000785709],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001730518,"about_ca_system_score_gemma":0.002728369,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01969907,"about_ca_topic_score_gemma":0.07940832,"domain_scores_codex":[0.9993938,0.0001362725,0.0000224611,0.00005241402,0.0002158803,0.0001790957],"domain_scores_gemma":[0.9987077,0.000177599,0.0002156459,0.00001718182,0.0002090678,0.0006728568],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0003317202,0.0003156289,0.3525647,0.001651779,0.00008432778,0.006213224,0.06052212,0.002269455,0.004954275,0.07534499,0.150079,0.3456688],"study_design_scores_gemma":[0.000008040935,0.000194123,0.4040677,0.0008147466,0.00002262263,0.002645258,0.1621655,0.001173394,0.0006806602,0.008054993,0.4200944,0.00007857869],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8243178,0.01879497,0.001569007,0.05507515,0.001785156,0.00002541309,0.001140824,0.00009151597,0.0972001],"genre_scores_gemma":[0.9536957,0.02812632,0.001803954,0.00339849,0.0007732765,0.00002598508,0.0006750178,0.00003416167,0.01146704],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01969907,"threshold_uncertainty_score":0.03916883,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03223582281692195,"score_gpt":0.2418783067561513,"score_spread":0.2096424839392294,"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."}}