{"id":"W2489468033","doi":"10.1017/cbo9780511994784.015","title":"The New Arctic Geography and U.S. Strategy","year":2011,"lang":"en","type":"book-chapter","venue":"Cambridge University Press eBooks","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":25,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; Geography; The arctic; Economic geography; Physical geography; Environmental science; Oceanography; 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":"codex-gemma-dda1882f352a","candidate_categories":["sts"],"consensus_categories":[],"category_scores_codex":[0.0001413027,0.0002173371,0.0002177924,0.00007304107,0.001773416,0.0000675256,0.0003965709,0.000235523,0.00000700869],"category_scores_gemma":[0.00001599405,0.0001828613,0.0001417835,0.000007669643,0.001853245,0.00006060148,0.0002558309,0.0003139745,0.000009253971],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006815592,"about_ca_system_score_gemma":0.0002299756,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.017422,"about_ca_topic_score_gemma":0.0005783685,"domain_scores_codex":[0.9990041,0.00005600193,0.0001075532,0.0002852221,0.0002126768,0.0003344179],"domain_scores_gemma":[0.9991494,0.0001330809,0.0001445824,0.0002509726,0.00007348853,0.0002484478],"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":[0.00002170984,0.000001523186,0.00001546711,0.00001147112,0.0001366807,0.00002236865,0.0007856592,1.744498e-8,7.436881e-8,0.9316375,0.06206374,0.005303822],"study_design_scores_gemma":[0.0001523213,0.00002700406,0.0002941057,0.00004743517,0.0001594696,0.000001776679,0.0005398973,1.979719e-7,9.037421e-7,0.001591317,0.9969645,0.0002210759],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.00001325075,0.001345826,0.00002894087,0.0004517704,0.0001521363,0.0002616334,0.00002425825,0.00006615619,0.997656],"genre_scores_gemma":[0.007636868,0.005656749,0.00001589884,0.00006898782,0.0002836764,3.0668e-7,0.000001632207,0.00001725707,0.9863186],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.9349008,"threshold_uncertainty_score":0.9995261,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03370119294213418,"score_gpt":0.2325144888203783,"score_spread":0.1988132958782441,"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."}}