{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003512896,0.00006660382,0.00008361806,0.0002037362,0.00009400891,0.00001673031,0.00004091074,0.00005592627,2.596909e-7],"category_scores_gemma":[0.0001027041,0.00005088426,0.000002643459,0.0001614944,0.0001088894,0.0001468636,0.00004294927,0.0001477539,7.357752e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000198469,"about_ca_system_score_gemma":0.000005777585,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":8.805814e-7,"about_ca_topic_score_gemma":0.00004581618,"domain_scores_codex":[0.9995188,0.00001405163,0.0001522113,0.0001052176,0.00009060907,0.0001191136],"domain_scores_gemma":[0.9998016,0.00005802474,0.00001682171,0.00007692471,0.00003131439,0.0000153659],"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":[0.000008634479,0.000004997293,0.0003891086,0.00006996573,0.00000129971,2.293537e-7,0.0001914013,0.005170603,0.002093417,0.002226818,0.000009779122,0.9898338],"study_design_scores_gemma":[0.001217711,0.000306493,0.001308471,0.0003742941,0.000003665428,0.00001988197,0.004229143,0.4071946,0.101076,0.0210108,0.4628392,0.0004197984],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.5189957,0.02948114,0.4449886,0.003312241,0.000515833,0.000207903,0.000001182573,0.0007425844,0.001754774],"genre_scores_gemma":[0.9766322,0.02006489,0.003149174,0.000001605992,0.000008708581,0.00008420443,0.000001047508,0.000006854179,0.00005127656],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.989414,"threshold_uncertainty_score":0.2075,"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."}}