{"id":"W4405360292","doi":"10.1115/ipc2024-133892","title":"Development and Implementation of Risk-Informed Decision-Making Framework to Manage Corrosion Threat in Gas Transmission Pipelines","year":2024,"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 transport; Corrosion; Transmission (telecommunications); Risk analysis (engineering); Risk management; Computer science; Computer security; Business; Environmental science; Materials science; Telecommunications; Environmental engineering; Finance","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000157367,0.0001057913,0.0001509148,0.0002468563,0.00003550139,0.00003733322,0.00005970354,0.00008435409,0.0002537594],"category_scores_gemma":[0.00004765733,0.00007642151,0.00004251301,0.0004198571,0.00001052674,0.0001159573,0.00002247135,0.0001482689,0.000007311771],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007140943,"about_ca_system_score_gemma":0.00001137169,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001244601,"about_ca_topic_score_gemma":0.001335145,"domain_scores_codex":[0.9992262,0.000008005083,0.0003591669,0.0001427589,0.0001436094,0.0001203352],"domain_scores_gemma":[0.9995124,0.0003309381,0.00001335503,0.00008241662,0.00001926766,0.00004164937],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.00001689927,0.0000035402,0.001660928,0.0002375407,0.00001527463,0.000002960295,0.007448029,0.00927424,0.0007436638,0.000464097,0.00007352511,0.9800593],"study_design_scores_gemma":[0.0008471413,0.0001203372,0.1678013,0.009325417,0.000268708,0.00001891565,0.02609392,0.5632641,0.1432337,0.06862781,0.01905598,0.001342688],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7596456,0.000366359,0.2394838,0.00005515284,0.0001141365,0.0001121694,0.00000317279,0.00006905496,0.0001505684],"genre_scores_gemma":[0.8846843,0.0004800677,0.1147821,0.00001459191,0.00001272265,0.000005970271,0.000004582852,0.000007936419,0.000007694312],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.9787166,"threshold_uncertainty_score":0.3116378,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.00892066738899089,"score_gpt":0.299423099158475,"score_spread":0.2905024317694841,"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."}}