{"id":"W1992805748","doi":"10.1115/ipc2004-0544","title":"An Evaluation of Cathodic Protection Design Calculations on a Long Pipeline","year":2004,"lang":"en","type":"article","venue":"2004 International Pipeline Conference, Volumes 1, 2, and 3","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"Petroleum Technology Alliance Canada; Vale (Canada)","funders":"","keywords":"Cathodic protection; Pipeline (software); Pipeline transport; Coating; Computer science; Materials science; Engineering; Mechanical engineering; Chemistry; Nanotechnology; Electrochemistry","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":[0.0005000895,0.0001732367,0.0002018317,0.000259314,0.00008032224,0.00005928196,0.0001577692,0.0001383405,0.0003114992],"category_scores_gemma":[0.000181503,0.0001563204,0.00007947368,0.0002025736,0.00009389234,0.0002473081,0.00001198924,0.0002245528,0.00001682983],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001639291,"about_ca_system_score_gemma":0.0001074507,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004874198,"about_ca_topic_score_gemma":0.000444279,"domain_scores_codex":[0.9986393,0.00008325155,0.0003966728,0.000248452,0.0004922933,0.0001399611],"domain_scores_gemma":[0.9988482,0.00002867749,0.0000799267,0.000194236,0.0007720851,0.00007688491],"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":[0.00005362127,0.0001338851,0.0004398324,0.0000383078,0.00006982181,0.000001466176,0.0005556392,0.9268629,0.005228103,0.002101575,0.0001484102,0.06436642],"study_design_scores_gemma":[0.0007901676,0.00008683651,0.005544659,0.00009160515,0.0001128602,0.00001092417,0.0001134397,0.9785956,0.006290736,0.008035634,0.0001473403,0.0001802186],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4094017,0.0002320316,0.5875557,0.0004008015,0.0004488765,0.0004106389,0.00004264631,0.000112511,0.001395106],"genre_scores_gemma":[0.9975861,0.00008825963,0.001734023,0.00002769183,0.0002051035,0.00003962989,0.000117364,0.00001377218,0.000188037],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.5881845,"threshold_uncertainty_score":0.6374562,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04934815618642146,"score_gpt":0.2932430190154332,"score_spread":0.2438948628290117,"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."}}