{"id":"W2536809651","doi":"10.1115/ipc2000-209","title":"Standardized Methodology for Inhibitor Evaluation and Qualification for Pipeline Applications","year":2000,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Devon Energy (Canada)","funders":"","keywords":"Pipeline (software); Computer science; Pipeline transport; Oil field; Engineering; Reliability engineering; Petroleum engineering; Mechanical engineering","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0008859067,0.00007065461,0.000145045,0.00004325014,0.00007810126,0.00001764213,0.00004060971,0.00009154556,0.0003396225],"category_scores_gemma":[0.0001447399,0.00005888291,0.00006630448,0.0000929694,0.00003072157,0.00005709495,0.000002176733,0.00004254901,0.000003624292],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000399841,"about_ca_system_score_gemma":0.00001037834,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001468928,"about_ca_topic_score_gemma":0.00003254979,"domain_scores_codex":[0.9994318,0.0000474515,0.0002096413,0.0001447355,0.00007379085,0.00009259171],"domain_scores_gemma":[0.9992608,0.0003887977,0.00001593943,0.0001229505,0.000181326,0.00003017958],"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":[0.000118933,0.00001548159,0.00001204138,0.0001687606,0.00009284439,6.085385e-9,0.0002943395,0.01781097,0.01791299,0.009268996,0.003637747,0.9506669],"study_design_scores_gemma":[0.001115919,0.0000408037,0.0001199765,0.000005231632,0.0002776997,0.000001506338,0.0002129953,0.78661,0.03037492,0.06043345,0.1206272,0.000180259],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.03450488,0.0002747724,0.9624368,0.0005971545,0.00005682929,0.001248272,0.00008397457,0.0001198696,0.000677486],"genre_scores_gemma":[0.6425061,0.0002825926,0.352459,0.0001143734,0.0003696282,0.00259085,0.0004158825,0.00002553305,0.001235958],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.9504866,"threshold_uncertainty_score":0.3718628,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07558715239117388,"score_gpt":0.3700410047932661,"score_spread":0.2944538524020922,"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."}}