{"id":"W1980466741","doi":"10.1515/corrrev.2008.373","title":"Evolution of External Pipeline Coatings for Corrosion Protection – A Review","year":2008,"lang":"en","type":"review","venue":"Corrosion Reviews","topic":"Corrosion Behavior and Inhibition","field":"Materials Science","cited_by":14,"is_retracted":false,"has_abstract":true,"ca_institutions":"Natural Resources Canada","funders":"","keywords":"Materials science; Corrosion; Coating; Epoxy; Pipeline transport; Conversion coating; Composite material; Cathodic protection; Pipeline (software); Polyethylene; Cracking; Asphalt; Metallurgy; Forensic engineering; Mechanical engineering; 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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.001851467,0.0008624264,0.004520669,0.0003010115,0.0003483676,0.00004203652,0.0006161373,0.0004973047,0.0007156702],"category_scores_gemma":[0.001110015,0.0006354746,0.001978566,0.0007787524,0.0001539423,0.000304039,0.0002162386,0.0004477594,0.0006447869],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004882139,"about_ca_system_score_gemma":0.0003613054,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002097329,"about_ca_topic_score_gemma":0.00000394475,"domain_scores_codex":[0.9933124,0.0007875261,0.003618251,0.001114155,0.0006702772,0.0004973683],"domain_scores_gemma":[0.9938908,0.0001679845,0.004084367,0.00110218,0.0005604855,0.0001941541],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00002595485,0.0001685511,4.898579e-7,0.1116751,1.071348e-7,0.000001664737,0.00001321163,3.265543e-7,0.1479912,0.00002626294,0.04708252,0.6930147],"study_design_scores_gemma":[0.0002270967,0.0002422925,1.176386e-7,0.2571509,0.0005836332,0.0001948948,0.000001832111,0.000023,0.003047252,0.00001469713,0.7380565,0.0004578066],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000001723984,0.7749125,0.2137068,0.00001115793,0.001545253,0.009489518,0.0002042791,0.00009754422,0.00003113617],"genre_scores_gemma":[0.000009084435,0.9921981,0.001897039,0.0001038323,0.0003895499,0.004094627,0.0003290134,0.0001061955,0.0008725478],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.6925569,"threshold_uncertainty_score":0.9996096,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09396810167876345,"score_gpt":0.35330696319906,"score_spread":0.2593388615202965,"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."}}