{"id":"W21204624","doi":"10.5006/c2005-05645","title":"Predicting Internal Pitting Corrosion of Oil and Gas Pipelines: A Corrosion Engineering Approach","year":2005,"lang":"en","type":"article","venue":"","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Corrosion; Pitting corrosion; Pipeline transport; Metallurgy; Materials science; Petroleum engineering; Environmental science; Engineering; 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":[0.0004642195,0.0009016959,0.0006128357,0.001388984,0.0002048035,0.0006573282,0.0004065328,0.0005371952,0.0003638418],"category_scores_gemma":[0.001274843,0.0003261766,0.0004990851,0.0005514139,0.0002479758,0.0004010333,0.0002342198,0.000391091,0.0002232933],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005109047,"about_ca_system_score_gemma":0.0003636523,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006818521,"about_ca_topic_score_gemma":0.005951876,"domain_scores_codex":[0.9997845,0.00005495021,0.00001328429,0.00004717155,0.00007171131,0.00002834984],"domain_scores_gemma":[0.9991788,0.0003366903,0.000143988,0.0000389989,0.0002493409,0.0000521466],"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":[0.0002924817,0.000324718,0.1413254,0.0001811218,0.0001443365,0.0002157702,0.0001142234,0.614472,0.1235175,0.0004848317,0.000469995,0.1184576],"study_design_scores_gemma":[0.000002515332,0.000111891,0.01160036,0.00000239104,0.0000140345,0.00004152591,0.00002643649,0.9775494,0.01041397,0.0001543113,0.00007587495,0.000007127224],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8848788,0.0001539114,0.113599,0.00004753039,0.000005587844,0.00003875926,0.0001648317,0.0003658299,0.0007457382],"genre_scores_gemma":[0.9821143,0.0000607525,0.01740673,0.000003096119,0.000003259654,0.000008578198,0.0001165881,0.00001246215,0.0002743153],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006818521,"threshold_uncertainty_score":0.01355767,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01249948445918968,"score_gpt":0.2294164749464108,"score_spread":0.2169169904872211,"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."}}