{"id":"W2129068501","doi":"10.5006/1377","title":"AC Corrosion at Coating Defect on Pipelines","year":2014,"lang":"en","type":"article","venue":"CORROSION","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":33,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"","keywords":"Corrosion; Coating; Materials science; Pipeline transport; Metallurgy; Forensic engineering; Composite material; Engineering; Mechanical 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":"codex-gemma-dda1882f352a","candidate_categories":["insufficient_payload"],"consensus_categories":["insufficient_payload"],"category_scores_codex":[0.0006429972,0.0002589698,0.0002624204,0.0001011221,0.0005725402,0.000092916,0.0002175042,0.0001451258,0.001331867],"category_scores_gemma":[0.0003270206,0.0002054129,0.000159257,0.0001657322,0.00007397852,0.000194774,0.0002251085,0.0001460421,0.003358624],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001325113,"about_ca_system_score_gemma":0.00001736721,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001507617,"about_ca_topic_score_gemma":0.00002807071,"domain_scores_codex":[0.9979887,0.0001700489,0.0003792317,0.0005524122,0.0004870122,0.000422598],"domain_scores_gemma":[0.9988029,0.0002191801,0.00019179,0.0004985204,0.0001176495,0.0001699365],"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":[0.0001194255,0.00007671718,0.001842355,0.00001448974,1.515351e-8,0.00000174074,0.00007380929,0.00009154245,0.9874996,0.0001546844,0.007989161,0.002136466],"study_design_scores_gemma":[0.0005722808,0.000451154,0.0006992243,0.0002159254,0.0000197903,0.0000149275,0.00002671742,0.001795162,0.989118,0.00009785053,0.006704425,0.0002845447],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9650582,0.00003803079,0.029889,0.0001006135,0.002224063,0.000255933,0.00001881596,0.0003125477,0.002102799],"genre_scores_gemma":[0.9968108,0.00001446094,0.0003162179,0.0005963443,0.0002814512,0.00003131401,0.00006880962,0.00003745317,0.001843154],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03175259,"threshold_uncertainty_score":0.999581,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02060094502965769,"score_gpt":0.2614316302722459,"score_spread":0.2408306852425882,"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."}}