{"id":"W2792084068","doi":"10.1002/wcc.507","title":"Implications of climate change for shipping: Opening the Arctic seas","year":2018,"lang":"en","type":"article","venue":"Wiley Interdisciplinary Reviews Climate Change","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":126,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"Canada Research Chairs; Transport Canada; Genome Canada","keywords":"Arctic; Climate change; The arctic; Perspective (graphical); Environmental resource management; Environmental science; Economic impact analysis; Environmental planning; Business; Oceanography; Engineering; Computer science","routes":{"ca_aff":true,"ca_fund":true,"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":["sts"],"consensus_categories":[],"category_scores_codex":[0.002114919,0.0002613281,0.0005817295,0.00009274338,0.002904509,0.00005933676,0.0007433894,0.0001025178,0.0002472849],"category_scores_gemma":[0.000225495,0.0001713368,0.0003456839,0.0004633639,0.001100783,0.0003906134,0.00118827,0.0001489449,0.0001853811],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325085,"about_ca_system_score_gemma":0.00002792208,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000198859,"about_ca_topic_score_gemma":0.0017386,"domain_scores_codex":[0.9975792,0.0003174091,0.0006528387,0.0004042244,0.0001965041,0.0008498132],"domain_scores_gemma":[0.9982315,0.0003178618,0.0005410292,0.0005611652,0.0002018127,0.0001465767],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"qualitative","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001721824,0.000251789,0.01885206,0.002327773,0.0001163427,0.000002528785,0.5547608,6.015154e-8,0.0000577832,0.1440679,0.02381855,0.2555723],"study_design_scores_gemma":[0.0006534631,0.0007955022,0.04215109,0.006653007,0.0004782444,0.00002256948,0.03550255,0.0001031558,0.00002139541,0.02172453,0.8910165,0.000878024],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"commentary","genre_gemma":"empirical","genre_scores_codex":[0.0120296,0.07042712,0.0006837372,0.4456269,0.00453435,0.02387352,0.001330895,0.0004584353,0.4410354],"genre_scores_gemma":[0.8859066,0.1017813,0.000715164,0.00203453,0.004759366,0.004470062,0.00003227453,0.00005275409,0.0002479793],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.873877,"threshold_uncertainty_score":0.9983936,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2187844080648386,"score_gpt":0.442221642283678,"score_spread":0.2234372342188394,"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."}}