{"id":"W2552457526","doi":"10.1115/ipc2016-64687","title":"Overpressure Protections in Liquid Pipeline Hydraulic Design","year":2016,"lang":"en","type":"article","venue":"Volume 3: Operations, Monitoring and Maintenance; Materials and Joining","topic":"Oil and Gas Production Techniques","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"TransCanada (Canada)","funders":"","keywords":"Overpressure; Pipeline (software); Pipeline transport; Engineering; Risk analysis (engineering); Computer science; Systems engineering; Reliability engineering; Mechanical engineering","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":[0.0003865382,0.0001603682,0.0002114995,0.0001178188,0.0001682369,0.0001313171,0.00004624049,0.00008530568,0.00002661281],"category_scores_gemma":[0.00008459278,0.0001204589,0.00001444876,0.00008877344,0.00004192412,0.0003676015,0.000034294,0.00008148359,0.000006078294],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003501992,"about_ca_system_score_gemma":0.00001238791,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001146856,"about_ca_topic_score_gemma":0.000006150792,"domain_scores_codex":[0.9990907,0.00005317932,0.0003042091,0.0002416597,0.0000709778,0.0002392822],"domain_scores_gemma":[0.9997101,0.00002098078,0.00002416103,0.0001388153,0.00004870863,0.00005717408],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00006769801,0.00002241036,0.0008126644,0.0001117475,0.00001998658,0.000006720458,0.0004850415,0.001928058,0.952813,0.0001596564,0.001579181,0.04199389],"study_design_scores_gemma":[0.0006910663,0.0002026844,0.002524346,0.0008812919,0.00001815513,0.00005269837,0.0001898643,0.00142494,0.9824095,0.0003738046,0.01079024,0.0004413704],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9356039,0.001269653,0.0588068,0.001267056,0.001589126,0.0005251533,0.00002916711,0.0007259526,0.0001831589],"genre_scores_gemma":[0.9873666,0.002222156,0.008914667,0.0000165339,0.0004886001,0.0002106359,0.000001770669,0.00002928704,0.0007497047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05176271,"threshold_uncertainty_score":0.491217,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01282213108585621,"score_gpt":0.218663215062177,"score_spread":0.2058410839763207,"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."}}