{"id":"W4309700419","doi":"10.3389/fmars.2022.1034510","title":"The ecosystem approach to marine management in the Arctic: Opportunities and challenges for integration","year":2022,"lang":"en","type":"article","venue":"Frontiers in Marine Science","topic":"Coastal and Marine Management","field":"Environmental Science","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"Oceans Limited (Canada)","funders":"Bundesministerium für Umwelt, Naturschutz, nukleare Sicherheit und Verbraucherschutz; Bundesamt für Naturschutz","keywords":"Arctic; Indigenous; Environmental resource management; Climate change; Corporate governance; Geopolitics; Marine ecosystem; Ecosystem; Livelihood; The arctic; Environmental planning; Business; Political science; Geography; Ecology; Environmental science; Oceanography","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01312143,0.0004110344,0.0008142592,0.002125938,0.006497202,0.01258291,0.001297738,0.001745037,0.003337551],"category_scores_gemma":[0.006806919,0.0001881363,0.0007079178,0.003037175,0.00519056,0.005215649,0.009347965,0.003305575,0.0003144011],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01048433,"about_ca_system_score_gemma":0.05425261,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.1104216,"about_ca_topic_score_gemma":0.1731167,"domain_scores_codex":[0.9916169,0.004982528,0.0002671881,0.0004047932,0.0009429593,0.001785704],"domain_scores_gemma":[0.9945188,0.001227964,0.0003191109,0.0003268654,0.001594077,0.002013122],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.0001365103,0.0003042981,0.06530963,0.001704009,0.0003416954,0.001671902,0.04521436,0.01076975,0.001245081,0.5290197,0.02010154,0.3241816],"study_design_scores_gemma":[0.00001682162,0.0001503082,0.06155772,0.004449324,0.0001982897,0.0004840238,0.1966714,0.007006994,0.0004745115,0.3047788,0.42409,0.0001219806],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.2175479,0.06587195,0.04663891,0.3451058,0.003317193,0.0002386982,0.00028865,0.0001925932,0.3207984],"genre_scores_gemma":[0.9253191,0.0290305,0.02873218,0.008580888,0.0008375112,0.0001244955,0.00015345,0.00005140827,0.007170408],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.1104216,"threshold_uncertainty_score":0.2195578,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03148832177196915,"score_gpt":0.2168965516003935,"score_spread":0.1854082298284244,"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."}}