{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.002247982,0.0006853643,0.0003024392,0.001386247,0.0018068,0.001835354,0.002005517,0.0009106728,0.004466204],"category_scores_gemma":[0.004801135,0.0003098247,0.0002752702,0.0006437246,0.0009837408,0.003313717,0.003271518,0.0006872399,0.00105563],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002001411,"about_ca_system_score_gemma":0.003534099,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.01144469,"about_ca_topic_score_gemma":0.01367185,"domain_scores_codex":[0.9976025,0.0002936952,0.0001233321,0.0002216015,0.001226244,0.000532675],"domain_scores_gemma":[0.9951589,0.0006389106,0.0007738719,0.0007326808,0.002265117,0.0004305393],"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":[0.0005752924,0.0003042599,0.05255781,0.00102038,0.00008598026,0.00435997,0.01076041,0.05518872,0.1417524,0.01086699,0.01504943,0.7074785],"study_design_scores_gemma":[0.000081272,0.002157025,0.09491556,0.001382272,0.0003387535,0.005532162,0.02802284,0.1919199,0.2985243,0.01381284,0.362995,0.0003180644],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.7836069,0.001788323,0.1533253,0.00316117,0.0002040406,0.0009195726,0.0005722007,0.004840408,0.05158213],"genre_scores_gemma":[0.9676083,0.0004924419,0.02110766,0.00007405619,0.00002887308,0.00006122132,0.0003443644,0.0001461888,0.01013686],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01144469,"threshold_uncertainty_score":0.02275616,"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."}}