{"id":"W2909101566","doi":"10.4018/978-1-5225-6954-1.ch002","title":"Arctic Connectivity for Sustainable Development","year":2018,"lang":"en","type":"book-chapter","venue":"Practice, progress, and proficiency in sustainability","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Geopolitics; Boom; The arctic; Sustainable development; Environmental planning; Political science; Geography; Business; Engineering; Oceanography; Politics; Geology; Environmental 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":"codex-gemma-dda1882f352a","candidate_categories":["metaresearch","metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.00694175,0.000483381,0.0006605628,0.0002551048,0.002395964,0.0002294093,0.00037336,0.0005354763,0.0001365512],"category_scores_gemma":[0.0124641,0.0004484822,0.0001301164,0.0001938314,0.004084362,0.0008585196,0.0003581157,0.0005581811,0.00001188886],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001967074,"about_ca_system_score_gemma":0.004013544,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001695237,"about_ca_topic_score_gemma":0.001184894,"domain_scores_codex":[0.9959886,0.000325533,0.0006934142,0.001045585,0.0006251907,0.001321685],"domain_scores_gemma":[0.9943845,0.001765034,0.0006099705,0.0004284941,0.002584796,0.0002272439],"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":[0.0004526321,0.0003413269,0.01538884,0.002586327,0.00009813414,0.00006879411,0.05698303,2.269929e-7,1.442109e-8,0.901075,0.001908206,0.02109744],"study_design_scores_gemma":[0.0003297407,0.0001831893,0.002610976,0.00007250158,0.00007378157,0.000003233781,0.03937473,0.000002877531,0.000001124148,0.289187,0.667738,0.0004228483],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"empirical","genre_scores_codex":[0.005699931,0.009294453,0.0002998982,0.03479127,0.0003973566,0.01127095,0.00001562765,0.0002351934,0.9379953],"genre_scores_gemma":[0.6335524,0.0008736848,0.001877076,0.000292961,0.0006035018,0.001033963,0.00001056391,0.00006608389,0.3616897],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.6658298,"threshold_uncertainty_score":0.9997967,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02643114193291604,"score_gpt":0.3556707608307844,"score_spread":0.3292396188978683,"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."}}