{"id":"W2152221246","doi":"10.4043/22068-ms","title":"ISO 19906: An International Standard for Arctic Offshore Structures","year":2011,"lang":"en","type":"article","venue":"OTC Arctic Technology Conference","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Submarine pipeline; Arctic; Work (physics); Petroleum; The arctic; Business; Engineering; Environmental resource management; Environmental planning; Environmental science; Oceanography; Geology; Mechanical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00008809631,0.0002559969,0.0002562502,0.0004050189,0.00006651274,0.00003224233,0.0008018442,0.0003687933,0.0002041059],"category_scores_gemma":[0.0002045561,0.0002517758,0.00005362005,0.0002106225,0.0002492508,0.0001868122,0.00009378257,0.0003986317,0.00001342788],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001017623,"about_ca_system_score_gemma":0.00003190535,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001516515,"about_ca_topic_score_gemma":0.00003997409,"domain_scores_codex":[0.9988704,0.000005673,0.0002360598,0.0003273175,0.000126608,0.00043389],"domain_scores_gemma":[0.9991494,0.00003162086,0.0000413991,0.0005689285,0.00014645,0.00006224818],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00009726485,0.00007999547,0.03236042,0.0002957288,0.0004355532,0.0000389565,0.001131687,0.0005967898,0.004808141,0.751403,0.000438807,0.2083137],"study_design_scores_gemma":[0.002514361,0.001818032,0.03166132,0.0003566703,0.0002046681,0.0003044602,0.003366103,0.03550634,0.1497037,0.7203605,0.0518196,0.002384195],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7821052,0.0003613132,0.2016698,0.0006108049,0.00206001,0.000587467,0.00009674113,0.008073335,0.004435291],"genre_scores_gemma":[0.9573531,0.00008844922,0.04226128,0.00001369769,0.00004932643,0.0001172628,0.00001909045,0.00004679271,0.00005101324],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2059295,"threshold_uncertainty_score":0.9999934,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02401442684384664,"score_gpt":0.2352715229919772,"score_spread":0.2112570961481305,"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."}}