{"id":"W2027967712","doi":"10.1115/ipc2010-31138","title":"Managing Integrity of Underground Fiberglass Pipelines","year":2010,"lang":"en","type":"article","venue":"2010 8th International Pipeline Conference, Volume 1","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Husky Energy (Canada)","funders":"","keywords":"Pipeline transport; Engineering; Forensic engineering; Pipeline (software); Embedment; Civil engineering; Geotechnical 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":["metaepi_narrow","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0003040748,0.0002798887,0.0003737562,0.0002966358,0.00006555943,0.0001036404,0.0007381051,0.0002845313,0.003616673],"category_scores_gemma":[0.0002278468,0.0002510765,0.0002274919,0.0002564064,0.0002504945,0.0003292236,0.0001080253,0.001213609,0.0001478511],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005178121,"about_ca_system_score_gemma":0.0000605916,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0007878005,"about_ca_topic_score_gemma":0.001957734,"domain_scores_codex":[0.998279,0.00002839516,0.0006709852,0.0003185637,0.0004264163,0.0002766374],"domain_scores_gemma":[0.9984574,0.0001102678,0.0001275579,0.0004131176,0.0007683719,0.0001232896],"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":[0.0003219954,0.0007130477,0.08616728,0.0009586371,0.002288705,0.00005459927,0.001624051,0.02725042,0.1963726,0.1498086,0.2332354,0.3012046],"study_design_scores_gemma":[0.0005117059,0.00002825951,0.01053389,0.00007704987,0.00008930228,0.00002976811,0.0003739779,0.9082144,0.007465045,0.02845509,0.04371206,0.0005094586],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8388965,0.0001428122,0.07968187,0.006124819,0.01367271,0.0002691265,0.0002349886,0.0005112012,0.06046604],"genre_scores_gemma":[0.9856316,0.0001582986,0.00373388,0.00007369469,0.000608179,0.00001010227,0.000129873,0.0000272907,0.009627116],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.880964,"threshold_uncertainty_score":0.9999942,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01853710067732678,"score_gpt":0.250917851363942,"score_spread":0.2323807506866152,"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."}}