{"id":"W2083574828","doi":"10.1115/ipc2004-0327","title":"A Risk Assessment Model for Pipelines Exposed to Geohazards","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":21,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Pipeline transport; Risk assessment; Pipeline (software); Traverse; Terrain; Risk analysis (engineering); Risk management; Environmental science; Forensic engineering; Geology; Engineering; Computer science; Civil engineering; Mining engineering; Petroleum engineering; Geography; Cartography; Environmental engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001871234,0.0002443669,0.0002922421,0.0001970065,0.0001136824,0.0001512761,0.000279205,0.0001357259,0.0001407813],"category_scores_gemma":[0.0001574414,0.0002159778,0.0001621237,0.000131125,0.00006414281,0.0002026503,0.00005076263,0.0002421711,0.00002041649],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001371653,"about_ca_system_score_gemma":0.0001018287,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001705635,"about_ca_topic_score_gemma":0.0005934337,"domain_scores_codex":[0.9987003,0.00001276194,0.0004246121,0.0003332073,0.0002684175,0.0002607112],"domain_scores_gemma":[0.9990337,0.00004604401,0.00005619179,0.0001927012,0.0005186537,0.0001527062],"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":[0.00006837086,0.00008804323,0.001189537,0.00007704095,0.0002606378,0.0000026338,0.0006640179,0.9435154,0.001982244,0.01007469,0.006946872,0.03513049],"study_design_scores_gemma":[0.0008694076,0.00004510654,0.0009222404,0.00005116835,0.00007067269,0.00000493512,0.0001551702,0.9669902,0.0005782108,0.02469757,0.005329465,0.0002858998],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2308276,0.0001839393,0.7634386,0.001852388,0.0006857369,0.0003099261,0.0003967311,0.0001751736,0.002129837],"genre_scores_gemma":[0.9735256,0.0003709465,0.02288815,0.0002314237,0.0003789136,0.00006903074,0.0001280733,0.00002310841,0.002384744],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.742698,"threshold_uncertainty_score":0.8807321,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0188646486901909,"score_gpt":0.2723118288116229,"score_spread":0.253447180121432,"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."}}