{"id":"W2029821881","doi":"10.4043/25563-ms","title":"Arctic Development of the Canadian Beaufort Sea, Geohazards and Export Route Options","year":2015,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Arctic and Russian Policy Studies","field":"Social Sciences","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Beaufort sea; Arctic; Beaufort scale; Submarine pipeline; Oceanography; Bay; Natural gas field; Petroleum; Geology; Natural gas; Physical geography; Environmental science; Geography; Ecology; Paleontology","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":[],"consensus_categories":[],"category_scores_codex":[0.0005874013,0.0001265227,0.0001975741,0.0001704362,0.001144186,0.00002370902,0.0004334529,0.0002072299,0.00006849305],"category_scores_gemma":[0.0006885294,0.0000965572,0.00003118711,0.0004130926,0.002083962,0.0000775762,0.0002219514,0.0002444834,0.0000169758],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003749931,"about_ca_system_score_gemma":0.003905169,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.1077776,"about_ca_topic_score_gemma":0.7808549,"domain_scores_codex":[0.9987545,0.00006740075,0.0002356717,0.0002250352,0.0002765374,0.0004408298],"domain_scores_gemma":[0.9990698,0.00004107676,0.0001180702,0.0002870421,0.0002601648,0.0002238345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000003531885,0.0000253659,0.5648167,0.0000214893,0.00007660477,0.00000468358,0.02448156,4.451696e-7,0.00001120349,0.400746,0.0008195842,0.008992868],"study_design_scores_gemma":[0.0005564881,0.00006556451,0.4671687,0.0001917889,0.00009005091,0.0000361042,0.03650538,0.00002507329,0.0003423737,0.09504923,0.3994706,0.0004986111],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7335227,0.0006166234,0.0006647511,0.1326265,0.000686979,0.0009183941,0.00002843704,0.0002444438,0.1306912],"genre_scores_gemma":[0.9933698,0.00004332386,0.003024501,0.0001836395,0.00003121456,0.00004475011,0.000001143084,0.000007514572,0.003294174],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6730772,"threshold_uncertainty_score":0.8981637,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05363678922804627,"score_gpt":0.3027652974291201,"score_spread":0.2491285082010738,"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."}}