{"id":"W2292457878","doi":"","title":"Evaluating Arctic State Implementation of Ecosystem-Based Management Recommendations Supported by the Arctic Council: Canada, Norway, and the US","year":2014,"lang":"en","type":"dissertation","venue":"ResearchWorks at the University of Washington (University of Washington)","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Arctic; State (computer science); Environmental resource management; Ecosystem; Geography; Environmental planning; The arctic; Environmental protection; Environmental science; Oceanography; Ecology; Computer science; Biology; 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":[0.006867383,0.0002542834,0.0005450065,0.0001545195,0.004415568,0.00004781217,0.001488007,0.0001473768,0.0006792833],"category_scores_gemma":[0.0003972803,0.0002021945,0.0002270521,0.0005380659,0.00161318,0.0002135987,0.0004389443,0.0005719301,0.000006254495],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002111431,"about_ca_system_score_gemma":0.002167926,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.8678191,"about_ca_topic_score_gemma":0.9804285,"domain_scores_codex":[0.994447,0.001885321,0.000358518,0.0004047962,0.00238106,0.0005233319],"domain_scores_gemma":[0.9952225,0.001740415,0.001151283,0.000525649,0.001216143,0.0001439828],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"qualitative","study_design_scores_codex":[0.005668549,0.000317647,0.01012486,0.005308678,0.0053829,0.00003634493,0.4443418,0.002531283,0.0001710579,0.01715051,0.4600192,0.04894722],"study_design_scores_gemma":[0.00527484,0.000217933,0.0222052,0.001457378,0.001498726,0.000001450368,0.8433638,0.001968745,0.00007114459,0.0008242751,0.122569,0.0005475077],"study_design_candidate":"qualitative","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9250438,0.0005772875,0.0002844249,0.05780575,0.0002873543,0.002463597,0.0005186279,0.00003093972,0.01298819],"genre_scores_gemma":[0.9660459,0.001957777,0.0001460725,0.0000728068,0.0000249608,8.577447e-7,0.0002018458,0.00002118155,0.03152865],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.399022,"threshold_uncertainty_score":0.9968805,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03252697549565208,"score_gpt":0.3062227362505047,"score_spread":0.2736957607548526,"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."}}