{"id":"W184621335","doi":"10.5006/c2007-07686","title":"Assessing Pipeline Vulnerability to Telluric Currents","year":2007,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Geological Survey of Canada","funders":"","keywords":"Pipeline (software); Vulnerability (computing); Petroleum engineering; Geology; Vulnerability assessment; Computer science; Environmental science; Forensic engineering; Marine engineering; Engineering; Mechanical engineering; Computer security","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":[0.0005276496,0.0001328661,0.0001731596,0.0001242118,0.00006894143,0.00007101541,0.0001419818,0.00009330027,0.0006706435],"category_scores_gemma":[0.000147287,0.0001042326,0.00009807265,0.0005302737,0.00002882229,0.0001989787,0.00002933427,0.0002719151,0.0001716675],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001031138,"about_ca_system_score_gemma":0.000005755821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00009798475,"about_ca_topic_score_gemma":0.0001374456,"domain_scores_codex":[0.9990304,0.00001634342,0.0003027521,0.0001907795,0.0001737958,0.0002859275],"domain_scores_gemma":[0.9993967,0.0001145534,0.00001111951,0.0002497797,0.00006832862,0.0001595488],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001943004,0.0001251119,0.01568891,0.0002350262,0.0001118728,0.00001274396,0.0005609544,0.1061204,0.01781526,0.0005827459,0.007386647,0.8513409],"study_design_scores_gemma":[0.0008158298,0.00009068115,0.2295071,0.0001414511,0.0002171579,0.00003390312,0.002248745,0.4883336,0.1973458,0.005925988,0.07320644,0.002133331],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7311943,0.00008462859,0.248872,0.0001492207,0.000560855,0.00008812526,0.000001693573,0.000357144,0.01869211],"genre_scores_gemma":[0.9939454,0.000007178706,0.005407505,0.0001083873,0.0001480486,0.000001680554,0.000005277531,0.00001097248,0.0003655387],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8492076,"threshold_uncertainty_score":0.7343075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02588817642676019,"score_gpt":0.3151335559137415,"score_spread":0.2892453794869814,"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."}}