{"id":"W4409497560","doi":"10.5006/c2022-17962","title":"Laying the Foundation for an Engineered and Integrated Approach to Pipeline External Corrosion Protection","year":2022,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Pipeline (software); Foundation (evidence); Corrosion; Laying; Engineering; Computer science; Marine engineering; Mechanical engineering; Materials science; Metallurgy; Law; Political science","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"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":[0.005111486,0.0007363709,0.0004726749,0.001369948,0.001376291,0.005238325,0.002280968,0.002275561,0.003330823],"category_scores_gemma":[0.003669373,0.000455108,0.0006716234,0.0004704738,0.00325668,0.004777094,0.004295524,0.00394847,0.001085138],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002876597,"about_ca_system_score_gemma":0.01035929,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.005865522,"about_ca_topic_score_gemma":0.009114102,"domain_scores_codex":[0.9974295,0.0006252719,0.0001530311,0.0002976003,0.001255824,0.000238715],"domain_scores_gemma":[0.9966021,0.0005193264,0.0003255094,0.0004981071,0.001690273,0.0003646809],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"theoretical_or_conceptual","study_design_scores_codex":[0.00004281432,0.0005368632,0.004765223,0.0008010132,0.0001441275,0.0003476794,0.00120148,0.05893723,0.02713596,0.5643957,0.02811479,0.3135771],"study_design_scores_gemma":[0.00003351492,0.0007106787,0.004593178,0.001556264,0.0001073722,0.0004540274,0.003984317,0.122988,0.01504517,0.4131723,0.4371863,0.0001688201],"study_design_candidate":"theoretical_or_conceptual","study_design_consensus":"theoretical_or_conceptual","genre_codex":"methods","genre_gemma":"methods","genre_scores_codex":[0.01407406,0.004383572,0.8895278,0.03143891,0.0008370596,0.0002901161,0.0001118454,0.001319561,0.05801717],"genre_scores_gemma":[0.3366876,0.007392959,0.6366851,0.003611816,0.0003480015,0.0002014591,0.0001994203,0.0002364864,0.01463723],"genre_candidate":"methods","genre_consensus":"methods","teacher_disagreement_score":0.005865522,"threshold_uncertainty_score":0.02703243,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02672779361798384,"score_gpt":0.2367420705225971,"score_spread":0.2100142769046132,"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."}}