{"id":"W4399453413","doi":"10.5771/9783748941859-159","title":"Chapter 4: Canadian and Russian Regulations for Arctic Shipping","year":2024,"lang":"en","type":"book-chapter","venue":"Nomos Verlagsgesellschaft mbH & Co. KG eBooks","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Arctic; The arctic; Business; Environmental science; Aeronautics; Meteorology; Geography; Oceanography; Engineering; 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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.0005546506,0.0006353275,0.0006807398,0.000554287,0.002202564,0.0002602777,0.0004035594,0.0007401825,0.0006228138],"category_scores_gemma":[0.0000787697,0.0006299653,0.0003514405,0.00004068637,0.001008242,0.0001111623,0.0001231964,0.0006635704,0.0004703645],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005261794,"about_ca_system_score_gemma":0.0008228368,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.05451529,"about_ca_topic_score_gemma":0.3014829,"domain_scores_codex":[0.997011,0.00003642082,0.0005378254,0.0008859942,0.0005017565,0.001026985],"domain_scores_gemma":[0.9980289,0.000314973,0.0002104512,0.0004897208,0.0001385266,0.0008174029],"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":[0.00001249562,0.000003549108,0.00005631765,0.000159804,0.0002525412,0.00002839747,0.01131015,3.827948e-7,0.00000200809,0.9819359,0.00343147,0.002807016],"study_design_scores_gemma":[0.0002038137,0.0000613262,0.0001640495,0.00047771,0.0002468725,0.000009729046,0.0007365883,0.00002252246,0.000002601215,0.1760221,0.8214105,0.0006421494],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.0000625394,0.001331917,0.00003163244,0.01096428,0.0006866131,0.001393085,0.0003304451,0.0001813708,0.9850181],"genre_scores_gemma":[0.3016124,0.000337275,0.0002167591,0.0006756249,0.001360682,0.00007852667,0.00002661897,0.0001323097,0.6955597],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.817979,"threshold_uncertainty_score":0.9996152,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04361032110097529,"score_gpt":0.3092379031152589,"score_spread":0.2656275820142837,"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."}}