{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002745353,0.0001840469,0.000170458,0.0001164001,0.00004981776,0.00006278316,0.0006527969,0.0001111319,0.0006197435],"category_scores_gemma":[0.0001527452,0.0001391386,0.00009205021,0.0001165251,0.00007856802,0.00008365064,0.0001010142,0.0004145795,0.00003953996],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000145696,"about_ca_system_score_gemma":0.00001664793,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007314956,"about_ca_topic_score_gemma":0.00005355152,"domain_scores_codex":[0.9987807,0.000008541485,0.0004743554,0.0001740754,0.0003501834,0.0002121446],"domain_scores_gemma":[0.9991177,0.00003895239,0.00006829119,0.0003299881,0.0003852813,0.00005982649],"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":[0.00004410406,0.0001267813,0.001619319,0.0002704802,0.0006204451,0.00002152528,0.00023703,0.3747351,0.03897874,0.1591087,0.2917798,0.1324581],"study_design_scores_gemma":[0.0003335072,0.00001148471,0.006629465,0.0000481166,0.00002478109,0.00001494026,0.00005422243,0.7244778,0.00105572,0.003377904,0.2637536,0.0002184483],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.3805108,0.0005313216,0.3075064,0.01019429,0.02395079,0.0007682544,0.0002281275,0.001603807,0.2747062],"genre_scores_gemma":[0.9868675,0.000087183,0.006018865,0.00008139175,0.0004888696,0.00001808136,0.00002974115,0.00002516326,0.006383226],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6063567,"threshold_uncertainty_score":0.6785756,"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."}}