{"id":"W2729899319","doi":"10.17516/1997-1370","title":"Beyond the Polar Code: Enhancing Seafarer Safety along the Northern Sea Route","year":2017,"lang":"en","type":"article","venue":"LaCRIS (University of Lapland)","topic":"Maritime Navigation and Safety","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute on Governance","funders":"","keywords":"Polar code; Arctic; The arctic; Sea ice; Shore; Climate change; Business; Arctic ice pack; China; Arctic sea ice decline; Environmental science; Environmental resource management; Environmental protection; Meteorology; Oceanography; Geography; Engineering; Drift ice; Geology; Telecommunications","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":[0.0002850238,0.0001058227,0.0001474916,0.00002253881,0.001008024,0.00004599064,0.0006094185,0.00007321782,0.0003316128],"category_scores_gemma":[0.00001804622,0.00008172624,0.00008928865,0.00005719045,0.0001241745,0.0002087781,0.000119099,0.0002300658,0.0000632085],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004422186,"about_ca_system_score_gemma":0.00002192534,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002745762,"about_ca_topic_score_gemma":0.03744515,"domain_scores_codex":[0.9993794,0.00004226128,0.00009954331,0.0001175774,0.0001807278,0.0001805145],"domain_scores_gemma":[0.9991767,0.00008283022,0.00007442707,0.0005525306,0.00005854034,0.00005501918],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005424127,0.0001182553,0.8189923,0.0005140299,0.00113843,0.0002595541,0.03515268,0.007819941,0.00298408,0.01238773,0.04104251,0.0790481],"study_design_scores_gemma":[0.00196284,0.00003782629,0.7022938,0.00007978513,0.0001870512,0.00002956819,0.004794111,0.0301039,0.0005632245,0.0006488055,0.2587811,0.0005180552],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8789775,0.0002422195,0.006381938,0.007248788,0.0004789223,0.0003148322,0.0005293819,0.0001916157,0.1056347],"genre_scores_gemma":[0.9976534,0.00007693651,0.0001349384,0.00008856884,0.00005358764,1.581136e-7,0.00003727343,0.00001194311,0.001943207],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2177386,"threshold_uncertainty_score":0.980119,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007274021886789274,"score_gpt":0.1904648397129179,"score_spread":0.1831908178261287,"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."}}