{"id":"W4376113308","doi":"10.1016/j.marpol.2023.105647","title":"Socio-economic impacts of shipping along the Northwest Passage: The cost to locals","year":2023,"lang":"en","type":"article","venue":"Marine Policy","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":9,"is_retracted":false,"has_abstract":false,"ca_institutions":"Jacobs (Canada); University of Manitoba","funders":"","keywords":"Arctic; Container (type theory); The arctic; Business; Environmental science; Economic impact analysis; Meteorology; Environmental planning; Geography; Civil engineering; Engineering; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0009499998,0.0001118219,0.0001779136,0.00009653562,0.001122749,0.00005381195,0.000465894,0.0000467033,0.0001140688],"category_scores_gemma":[0.0006577359,0.00006394144,0.00009591391,0.0005655631,0.0005725973,0.00006424648,0.0005131222,0.000121767,0.0004097834],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001830066,"about_ca_system_score_gemma":0.0003713245,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.431383,"about_ca_topic_score_gemma":0.2123674,"domain_scores_codex":[0.9987629,0.0001561728,0.0002284153,0.0001446371,0.0001880385,0.0005198109],"domain_scores_gemma":[0.998924,0.000557414,0.0001005882,0.0002669179,0.000028964,0.0001221378],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00001928027,0.00002410415,0.4922127,0.00003106422,0.0001729937,0.000005042362,0.1059475,0.0002322482,0.000008835045,0.2320355,0.1143744,0.05493626],"study_design_scores_gemma":[0.0001337026,0.00002113229,0.7736147,0.00001381751,0.00001843405,9.19405e-7,0.01393686,0.00002421051,0.00001477396,0.0069605,0.2051377,0.0001232595],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.3051022,0.00003564372,0.00001522827,0.547413,0.0002249903,0.0006262987,0.00004206529,0.0001137131,0.1464269],"genre_scores_gemma":[0.9908381,0.0002645541,0.000009766269,0.002670615,0.001248202,0.00004310021,0.000003120022,0.00001326547,0.004909322],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6857359,"threshold_uncertainty_score":0.8635392,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03325119992728666,"score_gpt":0.3507291647511752,"score_spread":0.3174779648238886,"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."}}