{"id":"W4365444628","doi":"10.1142/9781800613225_0001","title":"Security Dynamics In, Through, and Over the Arctic “Region”","year":2023,"lang":"en","type":"book-chapter","venue":"WORLD SCIENTIFIC (EUROPE) eBooks","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"Trent University","funders":"","keywords":"Arctic; Dynamics (music); The arctic; Geography; Environmental science; Oceanography; Geology; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow","sts"],"consensus_categories":["sts"],"category_scores_codex":[0.001223435,0.0003692057,0.0004189188,0.0003181336,0.0024688,0.00046387,0.0006851124,0.0001602118,0.00008127222],"category_scores_gemma":[0.0001807008,0.0002719069,0.0001388869,0.0003275568,0.005326916,0.0001003154,0.0006079833,0.0007548348,0.0002481734],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002587517,"about_ca_system_score_gemma":0.0003080305,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001938903,"about_ca_topic_score_gemma":0.1846178,"domain_scores_codex":[0.9970911,0.0001752514,0.000424678,0.0008286381,0.0008181363,0.0006621974],"domain_scores_gemma":[0.9984174,0.0003937288,0.0002580242,0.0006365449,0.0001509193,0.0001434222],"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":[0.000005440222,0.000004758349,0.0002142543,0.00003491317,0.00003773068,0.00006016467,0.01697602,2.654451e-7,1.581373e-7,0.9428438,0.03906085,0.000761672],"study_design_scores_gemma":[0.0001103054,0.000008031481,0.0002974654,0.0002018252,0.00004760444,0.000002813474,0.00106004,0.00002144891,2.496765e-7,0.1881606,0.8097953,0.0002943012],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.000267258,0.0003002995,0.00000430296,0.005414829,0.002181264,0.0005683763,0.00003968498,0.0001383103,0.9910856],"genre_scores_gemma":[0.07820375,0.0002657323,0.0000114061,0.0006017503,0.0004545368,0.00001586258,0.000009022504,0.0000666529,0.9203713],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.7707345,"threshold_uncertainty_score":0.9999733,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04142497309651723,"score_gpt":0.2883689163716863,"score_spread":0.2469439432751691,"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."}}