{"id":"W3116520164","doi":"10.1080/00139157.2021.1842712","title":"The Arctic Depends on Cooperation","year":2020,"lang":"en","type":"article","venue":"Environment Science and Policy for Sustainable Development","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tribe; Arctic; The arctic; Geography; State (computer science); Oceanography; Environmental resource management; Meteorology; Environmental science; Political science; Computer science; Geology; Law","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":["sts"],"consensus_categories":[],"category_scores_codex":[0.001187641,0.00009890883,0.00008150443,0.00006100392,0.006874976,0.000191481,0.0002574303,0.00002732412,0.0000121437],"category_scores_gemma":[0.001086924,0.00006753614,0.0000180219,0.0003383357,0.001180636,0.0002089429,0.0001380712,0.00006040789,0.00002838178],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005592262,"about_ca_system_score_gemma":0.001000739,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000379265,"about_ca_topic_score_gemma":0.00003913542,"domain_scores_codex":[0.9984451,0.00003395911,0.0001428867,0.0002574037,0.0004836023,0.0006370669],"domain_scores_gemma":[0.9994395,0.0001310003,0.00004833825,0.00009016255,0.00005861848,0.000232394],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00003810579,0.00002545987,0.0004597227,0.00002625416,0.00001502288,0.00000290116,0.06022809,0.00005150995,0.0000227894,0.9038489,0.005618401,0.02966284],"study_design_scores_gemma":[0.0001563426,0.00007922568,0.003614802,0.000003380467,0.000003572338,2.271497e-7,0.0221408,0.00003743049,0.0002351895,0.001818059,0.9718001,0.0001108887],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.1097227,0.0004774439,0.002191599,0.7822775,0.0001550737,0.002783034,0.000003787908,0.0001095331,0.1022793],"genre_scores_gemma":[0.9838663,0.0004554484,0.0003517759,0.004367065,0.000221672,0.0001157724,7.887268e-7,0.000006061204,0.01061514],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.9661817,"threshold_uncertainty_score":0.994418,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01964025160702386,"score_gpt":0.2883072793641951,"score_spread":0.2686670277571713,"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."}}