{"id":"W3203487261","doi":"10.21638/spbu05.2021.203","title":"The role of extractive industries in developing peripheral Arctic regions of Russia and Canada","year":2021,"lang":"en","type":"article","venue":"St Petersburg University Journal of Economic Studies","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Natural resource; Politics; Russian federation; Economy; The arctic; Geography; Economic geography; Political science; Business; Regional science; Economics; Ecology","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":[0.0002515352,0.00006298292,0.0002645279,0.00005498135,0.0004546457,0.000007324792,0.0001199744,0.0000267955,0.000005739449],"category_scores_gemma":[0.0002199066,0.00005230672,0.00004274818,0.00008242283,0.0007567094,0.0001484133,0.00009526323,0.0001144893,4.587393e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006653498,"about_ca_system_score_gemma":0.001838511,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1592792,"about_ca_topic_score_gemma":0.758603,"domain_scores_codex":[0.9993641,0.0001197024,0.0002205028,0.00007054611,0.00008415806,0.0001409446],"domain_scores_gemma":[0.9989071,0.0004979204,0.0003491221,0.00004883517,0.0001588165,0.00003821116],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"qualitative","study_design_scores_codex":[0.000288217,0.00004655037,0.5329209,0.00006486529,0.002490961,0.0001793165,0.1618848,0.0001059131,0.0000396719,0.291645,0.006340946,0.003992853],"study_design_scores_gemma":[0.0003302956,0.00002990793,0.06758321,0.0001300948,0.00004941261,0.00001104976,0.869992,0.000001195164,0.0000847938,0.003940291,0.05776697,0.00008073544],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9742052,0.004721754,0.000006659227,0.0151495,0.000216053,0.00004781171,0.00001123251,0.000001290575,0.005640499],"genre_scores_gemma":[0.9891455,0.0102996,0.0000820862,0.00001894256,0.00004440363,8.064087e-8,8.032659e-8,0.000001936625,0.0004073756],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7081072,"threshold_uncertainty_score":0.8463193,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02728696938117174,"score_gpt":0.2680584542193531,"score_spread":0.2407714848381814,"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."}}