{"id":"W1970520365","doi":"10.1115/ipc2006-10347","title":"Methodologies for Evaluating and Qualifying External Pipeline Coatings for Northern Pipelines","year":2006,"lang":"en","type":"article","venue":"Volume 1: Project Management; Design and Construction; Environmental Issues; GIS/Database Development; Innovative Projects and Emerging Issues; Operations and Maintenance; Pipelining in Northern Environments; Standards and Regulations","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Pipeline transport; Pipeline (software); Environmental science; Cover (algebra); Forensic engineering; Marine engineering; Computer science; Engineering; Environmental engineering; Mechanical engineering","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001319194,0.0005150563,0.0004849177,0.0004596956,0.0008939952,0.0002213337,0.00009678611,0.000137726,0.000006461097],"category_scores_gemma":[0.0001004823,0.0004868206,0.00003197005,0.0002971162,0.0005105942,0.000468218,0.0002043125,0.0002163564,4.010384e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001505066,"about_ca_system_score_gemma":0.0000348276,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001849153,"about_ca_topic_score_gemma":0.000234418,"domain_scores_codex":[0.9975232,0.0000825316,0.0008206909,0.0007789907,0.0002857758,0.0005087513],"domain_scores_gemma":[0.9993939,0.0001317634,0.0001450491,0.0002053328,0.0000646325,0.00005932492],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004441901,0.0002608535,0.1064245,0.001859793,0.000504357,0.00002265847,0.01406302,0.05818246,0.02729491,0.007700869,0.0008213539,0.7824211],"study_design_scores_gemma":[0.009277374,0.00070561,0.03193934,0.001729473,0.000421796,0.0001581996,0.05577772,0.809633,0.005295005,0.002736279,0.07901721,0.003308969],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.3281417,0.003833405,0.6656272,0.0001885348,0.0001201394,0.001691998,0.0002162373,0.0001430399,0.00003769239],"genre_scores_gemma":[0.3390211,0.004761211,0.6538381,0.00002650404,0.00008817435,0.000782389,0.0003023442,0.00008365486,0.001096486],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.7791121,"threshold_uncertainty_score":0.9997584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03203443303632768,"score_gpt":0.2981899501514894,"score_spread":0.2661555171151617,"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."}}