{"id":"W1855836555","doi":"10.3968/5091","title":"The Research of Oil and Gas Pipeline Corrosion and Protection Technology","year":2014,"lang":"en","type":"article","venue":"Advances in petroleum exploration and development","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Corrosion; Pipeline transport; Service life; Petroleum engineering; Pipeline (software); Engineering; Mechanism (biology); Fossil fuel; Petroleum industry; Forensic engineering; Environmental science; Waste management; Metallurgy; Materials science; Environmental engineering; Mechanical engineering","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005112219,0.0003793866,0.0003654334,0.001280512,0.0004316406,0.0009405123,0.0004962334,0.0007637452,0.001835411],"category_scores_gemma":[0.0007108471,0.0002267135,0.0004915438,0.001292136,0.0006147429,0.002246896,0.0005095364,0.0007969646,0.0005035487],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00140566,"about_ca_system_score_gemma":0.001729006,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003950719,"about_ca_topic_score_gemma":0.001604021,"domain_scores_codex":[0.9994117,0.00005565205,0.00002885159,0.0001187433,0.0003356274,0.00004949564],"domain_scores_gemma":[0.9995678,0.00005390797,0.00004536603,0.00002458007,0.0002850416,0.00002324296],"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":[0.0001277219,0.0001462839,0.007279522,0.005245971,0.00009839968,0.0008572458,0.001023427,0.01466186,0.1353695,0.2552214,0.01420625,0.5657624],"study_design_scores_gemma":[0.00004018669,0.0007737803,0.01581443,0.0008797185,0.0001686191,0.003252162,0.0010128,0.04281869,0.1281284,0.06386459,0.7430868,0.0001599392],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.137348,0.4443736,0.239675,0.01201655,0.002895243,0.0002393018,0.0003921083,0.0006413131,0.1624191],"genre_scores_gemma":[0.6219496,0.2979863,0.03566027,0.0005538472,0.0008687004,0.00008188246,0.0002773775,0.00006172919,0.04256026],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.003950719,"threshold_uncertainty_score":0.01019877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02243223929665934,"score_gpt":0.2610945314429349,"score_spread":0.2386622921462755,"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."}}