{"id":"W1971599007","doi":"10.1115/ipc2010-31489","title":"Pipeline Integrity Evaluation of Oil Pipelines Using Free-Swimming Acoustic Technology","year":2010,"lang":"en","type":"article","venue":"2010 8th International Pipeline Conference, Volume 1","topic":"Water Systems and Optimization","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Pure North","funders":"","keywords":"Pipeline transport; Pipeline (software); Leak; Integrity management; Petroleum engineering; Marine engineering; Hazardous waste; Oil field; Engineering; Environmental science; Mechanical engineering; Waste management; Environmental 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001113449,0.0005743045,0.0004837176,0.001117727,0.0004062041,0.0006541238,0.0008216398,0.0007985617,0.001331142],"category_scores_gemma":[0.003265125,0.0003171324,0.0004483002,0.0006001035,0.0004701754,0.001356749,0.0006619724,0.0002692814,0.0004744554],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006142049,"about_ca_system_score_gemma":0.0005947741,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002597869,"about_ca_topic_score_gemma":0.00408339,"domain_scores_codex":[0.9979663,0.0002409898,0.00009507687,0.0002313577,0.001358159,0.0001082198],"domain_scores_gemma":[0.9975258,0.0005151388,0.000466812,0.0002488481,0.001155036,0.00008835665],"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":[0.0008593209,0.0003134475,0.04085518,0.0004789309,0.00009484022,0.000289493,0.0004356694,0.02417268,0.8442364,0.0003018473,0.0004433211,0.08751898],"study_design_scores_gemma":[0.00005217356,0.004412661,0.06072915,0.00003965375,0.0001106915,0.0004117002,0.0003411302,0.1414822,0.7895401,0.0002936136,0.002511014,0.00007585376],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9256691,0.0003959211,0.07087455,0.0000712769,0.00002437942,0.0001592682,0.0004644452,0.0004261099,0.001914925],"genre_scores_gemma":[0.98283,0.0001901863,0.01550384,0.000013321,0.00000450758,0.00003738036,0.0002766614,0.00003500536,0.001109166],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002597869,"threshold_uncertainty_score":0.005888522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03514123054186426,"score_gpt":0.2717693353779666,"score_spread":0.2366281048361023,"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."}}