{"id":"W2048905955","doi":"10.1115/ipc2010-31324","title":"A Limit State Function for Pipelines Containing Long Corrosion Defects","year":2010,"lang":"en","type":"article","venue":"2010 8th International Pipeline Conference, Volume 1","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Western University","funders":"","keywords":"Corrosion; Pipeline transport; Pipeline (software); Materials science; Forensic engineering; Structural engineering; Metallurgy; 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003135471,0.0002914866,0.0003148789,0.0002448769,0.00013745,0.0001924698,0.0003915685,0.0002426709,0.001503263],"category_scores_gemma":[0.0004468596,0.0002644676,0.000235809,0.0001660064,0.0001065542,0.0003515262,0.00005920203,0.0006847968,0.0001696494],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000564918,"about_ca_system_score_gemma":0.00005745815,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001323455,"about_ca_topic_score_gemma":0.001572481,"domain_scores_codex":[0.9984114,0.00002103285,0.0005409395,0.0003703517,0.0003191799,0.0003370914],"domain_scores_gemma":[0.9983376,0.0001615949,0.0001182522,0.0002783034,0.0009593222,0.0001449754],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.002119171,0.0004586898,0.1177896,0.0006854889,0.0009986142,0.00003433822,0.001446889,0.06425483,0.3623104,0.01984606,0.153076,0.2769799],"study_design_scores_gemma":[0.0008779044,0.0001112497,0.01505226,0.00006183815,0.0001108338,0.00001663563,0.0000975031,0.9258448,0.00541217,0.004336657,0.04762245,0.0004556474],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.6286443,0.00007987485,0.356327,0.0007143581,0.01085084,0.0003910231,0.0001915374,0.0004268845,0.002374209],"genre_scores_gemma":[0.9890288,0.00005926517,0.001771322,0.0001622667,0.0009055092,0.00006482902,0.0004020578,0.00003926526,0.00756671],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.86159,"threshold_uncertainty_score":0.9999807,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01729299698416739,"score_gpt":0.2424495649960429,"score_spread":0.2251565680118755,"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."}}