{"id":"W2006661255","doi":"10.1115/ipc2010-31101","title":"Meeting the Geohazards Management Guidelines of Annex N","year":2010,"lang":"en","type":"article","venue":"2010 8th International Pipeline Conference, Volume 1","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"BGC Engineering (Canada)","funders":"","keywords":"Geohazard; Integrity management; Pipeline transport; Pipeline (software); Government (linguistics); Hazard analysis; Warning system; Engineering; Forensic engineering; Environmental resource management; Environmental science; Reliability engineering; Environmental engineering; Telecommunications","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.03378844,0.001401284,0.001251711,0.004983816,0.006009586,0.007498928,0.007013509,0.009726551,0.02461329],"category_scores_gemma":[0.06144856,0.001719619,0.001875386,0.003864371,0.002862931,0.00381878,0.003492402,0.006762297,0.02227745],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01064346,"about_ca_system_score_gemma":0.09835545,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.3247446,"about_ca_topic_score_gemma":0.3810206,"domain_scores_codex":[0.9496771,0.005066475,0.005533563,0.001731837,0.03491632,0.003074643],"domain_scores_gemma":[0.8930841,0.008102875,0.004473969,0.007413415,0.0844998,0.002425869],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001211272,0.0004289152,0.003423075,0.001047119,0.00003047669,0.0008263714,0.001713822,0.003854969,0.01142905,0.04542283,0.7523929,0.1793092],"study_design_scores_gemma":[0.0000166462,0.00006287227,0.00419098,0.001106765,0.00001314076,0.0002757462,0.000568093,0.0006887493,0.002204138,0.003968072,0.9868351,0.00006971928],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"other","genre_gemma":"methods","genre_scores_codex":[0.01124806,0.005775333,0.1498545,0.04163259,0.007409797,0.01420461,0.01026098,0.004330684,0.7552835],"genre_scores_gemma":[0.05341812,0.01069781,0.3113972,0.03396522,0.001265376,0.01304804,0.02219512,0.002667312,0.5513458],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.3247446,"threshold_uncertainty_score":0.6457087,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01509266760350472,"score_gpt":0.2434773919353235,"score_spread":0.2283847243318188,"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."}}