{"id":"W4312666396","doi":"10.1115/ipc2022-87237","title":"Comprehensive Pipeline Record and Inspection Data Review and Assessment in Response to Safety Advisory on Girth Weld Strain-Induced Failures","year":2022,"lang":"en","type":"article","venue":"","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Emera (Canada)","funders":"","keywords":"Girth (graph theory); Welding; Pipeline transport; Ultimate tensile strength; Structural engineering; Pipeline (software); Engineering; Materials science; Composite material; Mechanical engineering; Mathematics","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":[0.0005175351,0.0001411465,0.0002994527,0.0001562662,0.0001133152,0.00002243991,0.0001564552,0.00004204805,0.0003349137],"category_scores_gemma":[0.0001048584,0.0001231936,0.00002632986,0.0003461101,0.00002120331,0.0001055092,0.0002236936,0.000570442,0.00000196149],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001429526,"about_ca_system_score_gemma":0.00002090104,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005912896,"about_ca_topic_score_gemma":0.0008899618,"domain_scores_codex":[0.9988318,0.0002396625,0.0003045526,0.0003339163,0.0001552531,0.0001347924],"domain_scores_gemma":[0.9992258,0.0002444537,0.00002483949,0.000406522,0.00002843642,0.00006997868],"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":[0.004263523,0.0005832553,0.004422496,0.006370561,0.0009051557,0.0001456771,0.003420903,0.1023297,0.06306052,0.002714379,0.06457508,0.7472087],"study_design_scores_gemma":[0.002652537,0.001492803,0.3015729,0.0008741884,0.0003921837,0.00008067623,0.01057912,0.2444761,0.0003443726,0.0005093323,0.4355003,0.001525408],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9707853,0.002594404,0.0005597133,0.02338589,0.000249582,0.0007868905,0.0003121582,0.0002274157,0.001098605],"genre_scores_gemma":[0.9923854,0.00407158,0.001921475,0.001338002,0.00002475728,0.00002402913,0.00008969654,0.00001359818,0.0001314375],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7456833,"threshold_uncertainty_score":0.5023689,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04063677329664878,"score_gpt":0.3068893942193807,"score_spread":0.2662526209227319,"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."}}