{"id":"W4304098236","doi":"10.1016/j.petsci.2022.10.003","title":"Standards and methods for dent assessment and failure prediction of pipelines: A critical review","year":2022,"lang":"en","type":"review","venue":"Petroleum Science","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":37,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Pipeline (software); Pipeline transport; Structural engineering; Engineering; Finite element method; Failure assessment; Deformation (meteorology); Construction engineering; Forensic engineering; Reliability engineering; Mechanical engineering; Materials science","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00344546,0.0002184573,0.001115168,0.0002637883,0.0001814416,0.0000593126,0.0002698639,0.00009102592,0.00007871263],"category_scores_gemma":[0.001664832,0.0001602426,0.0002286004,0.0006965169,0.0005136206,0.0001479939,0.0001344255,0.0003793141,9.268138e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000403156,"about_ca_system_score_gemma":0.0004476807,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00001114826,"about_ca_topic_score_gemma":0.000003470812,"domain_scores_codex":[0.9981909,0.0001451313,0.0005599597,0.000398189,0.0004853127,0.0002204534],"domain_scores_gemma":[0.9986183,0.000757022,0.00008605004,0.0002629358,0.0001657039,0.0001099596],"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":[5.856525e-7,0.000005716054,0.000002069971,0.07212298,0.00003922658,3.116049e-7,0.00001441873,0.00003566252,0.000008820981,0.0005678695,0.0001184167,0.9270839],"study_design_scores_gemma":[0.00004672173,0.00006728346,0.000007120269,0.007088389,0.0008906954,0.00004252864,0.00003900123,0.0159488,0.000003426828,0.0002614058,0.9754587,0.000145931],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.000003048818,0.9602368,0.03856325,0.0001275597,0.0002503319,0.0003047958,0.0003752981,0.00003616044,0.0001027365],"genre_scores_gemma":[0.00003949745,0.9716744,0.0280265,0.00001399047,0.00004772317,0.0001585785,0.00001601846,0.00001259036,0.00001074146],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9753403,"threshold_uncertainty_score":0.6534505,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0534023849405423,"score_gpt":0.4371578618175072,"score_spread":0.3837554768769649,"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."}}