{"id":"W2725853454","doi":"10.5006/c2014-3850","title":"A Direct Assessment of Effectiveness of Cathodic Protection at Corrosion Defect on Pipelines","year":2014,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Cathodic protection; Corrosion; Pipeline transport; Materials science; Metallurgy; Forensic engineering; Environmental science; Electrochemistry; Engineering; Chemistry; Environmental engineering; Electrode","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":[0.0004932412,0.000102432,0.0002798409,0.00008973494,0.00003094931,0.000003664008,0.00005885584,0.00008701614,0.0000444762],"category_scores_gemma":[0.00009291152,0.00007151431,0.0001742556,0.0001866033,0.00003866345,0.00003101716,0.00001664254,0.0001003089,0.000003634923],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008168671,"about_ca_system_score_gemma":0.000005106308,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002979364,"about_ca_topic_score_gemma":0.00008002848,"domain_scores_codex":[0.9992672,0.0001769338,0.0001968868,0.0001285829,0.0001463707,0.00008407587],"domain_scores_gemma":[0.9993818,0.0002945712,0.00004205897,0.0001859611,0.00007139625,0.00002416862],"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":[0.0000624489,0.00004412285,0.004318471,0.00123048,0.00003609192,1.327e-7,0.00003379051,0.1328319,0.857443,0.0004318207,0.0000124176,0.003555256],"study_design_scores_gemma":[0.000205132,0.0002274214,0.03376917,0.0001966288,0.00006102689,0.000001282882,0.000007890656,0.137517,0.8276948,0.0001484979,0.00007566785,0.00009541282],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9448608,0.00003192432,0.04810051,0.000004928622,0.0001914209,0.0002221146,0.000003648125,0.00008345472,0.006501177],"genre_scores_gemma":[0.9994578,0.00001651014,0.0004104998,0.000002446123,0.00001840341,0.00001943362,0.000005982272,0.000008517267,0.00006038547],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.054597,"threshold_uncertainty_score":0.2916269,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01072585386329911,"score_gpt":0.2524544768363453,"score_spread":0.2417286229730461,"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."}}