{"id":"W4411850682","doi":"10.1007/978-3-031-92092-9_2","title":"Corroded Pipeline Assessment","year":2025,"lang":"en","type":"book-chapter","venue":"Ocean engineering & oceanography","topic":"Structural Integrity and Reliability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Alberta","funders":"","keywords":"Pipeline (software); Environmental science; Computer science; Programming language","routes":{"ca_aff":true,"ca_fund":false,"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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001775219,0.0009486655,0.0009901654,0.001218259,0.00009687593,0.0001048639,0.0005535339,0.0008021434,0.0004698265],"category_scores_gemma":[0.00002716994,0.0009617549,0.001061977,0.0003594189,0.0001031359,0.000118221,0.00009725273,0.001692211,0.0000356205],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002008641,"about_ca_system_score_gemma":0.00004928953,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004222955,"about_ca_topic_score_gemma":0.000004274286,"domain_scores_codex":[0.9976267,0.000009035858,0.0007700811,0.000596484,0.0004582767,0.0005393799],"domain_scores_gemma":[0.9985197,0.000142184,0.00008967617,0.000873131,0.0001623501,0.0002129345],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0000283812,0.00006253013,0.00036872,0.004493183,0.004535192,0.0001477372,0.000184135,0.4663975,0.0002565411,0.1526015,0.3600828,0.01084187],"study_design_scores_gemma":[0.0004874595,0.00006392483,0.0002110972,0.001357012,0.001141115,0.00002139804,0.00001865393,0.2926466,0.0003253818,0.004066634,0.6974654,0.002195322],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.001046901,0.006892601,0.03199822,0.0002179121,0.005233141,0.0008038727,0.0005637756,0.0047466,0.948497],"genre_scores_gemma":[0.1975431,0.009829596,0.02055814,0.0004578592,0.00231651,0.0000264068,0.002281394,0.001087187,0.7658998],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.3373826,"threshold_uncertainty_score":0.9992833,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006266362673495692,"score_gpt":0.2055400614413293,"score_spread":0.1992736987678336,"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."}}