{"id":"W4312700476","doi":"10.1115/omae2022-80767","title":"Scenario-Based Risk Management for Arctic Waters","year":2022,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Memorial University of Newfoundland","funders":"","keywords":"Risk management; Risk analysis (engineering); Computer science; Arctic; Environmental resource management; Environmental science; Business","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":["insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0001325683,0.00007568088,0.00009101456,0.00007397201,0.0001807632,0.00001703833,0.0001228719,0.00001844892,0.0009896006],"category_scores_gemma":[0.000006756812,0.00006190594,0.0001334938,0.0001377616,0.00001594281,0.00002393093,0.00002830001,0.0001426916,0.00001188553],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001305672,"about_ca_system_score_gemma":0.000002481058,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001519629,"about_ca_topic_score_gemma":0.00001876483,"domain_scores_codex":[0.9994872,0.00001823308,0.0001140069,0.0001192807,0.0001098054,0.0001515026],"domain_scores_gemma":[0.999745,0.00004258687,0.00001024518,0.0001586684,0.00001317555,0.00003035],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001598413,0.0000139817,0.000679142,0.0001470706,0.0001759816,0.000001879813,0.00006982735,0.9900014,0.0000437469,0.001210453,0.002663663,0.004976841],"study_design_scores_gemma":[0.0005772603,0.00006857443,0.001132392,0.000005917886,0.0002283305,0.000001568342,0.0008284657,0.9163747,0.001522171,0.005593748,0.07340162,0.0002652025],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7555002,0.0003889945,0.2099206,0.002926298,0.002824773,0.001836824,0.0002067968,0.001805065,0.02459046],"genre_scores_gemma":[0.9921209,0.00001365637,0.006587216,0.0001454673,0.00001726461,0.0001160911,0.00002697689,0.00001107615,0.0009613215],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2366208,"threshold_uncertainty_score":0.9999236,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007652473040885373,"score_gpt":0.2015806420582107,"score_spread":0.1939281690173253,"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."}}