{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001317841,0.0008250637,0.0003719242,0.002349976,0.001034097,0.003117285,0.001438164,0.001624541,0.03200222],"category_scores_gemma":[0.003869666,0.0003728697,0.0004192311,0.001120022,0.001264738,0.00254166,0.002421986,0.001445999,0.00821951],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00173036,"about_ca_system_score_gemma":0.002040158,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.007139739,"about_ca_topic_score_gemma":0.01327378,"domain_scores_codex":[0.9986717,0.0001521471,0.00004015565,0.0001297184,0.0009171626,0.00008921241],"domain_scores_gemma":[0.9987834,0.0001615539,0.00005475146,0.0001949932,0.0007543588,0.00005085014],"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":[0.00005664767,0.00005543378,0.001741195,0.0003958909,0.00002729742,0.0006778789,0.0007320627,0.01015225,0.002546956,0.1673294,0.2615038,0.5547811],"study_design_scores_gemma":[0.000005120361,0.00007602329,0.002293257,0.0004975742,0.00002313036,0.0006924506,0.0008585747,0.008525731,0.004186735,0.1035583,0.8792489,0.00003418426],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"other","genre_gemma":"other","genre_scores_codex":[0.007250347,0.003885538,0.03822901,0.003972194,0.001723516,0.0001189472,0.0005879242,0.0008634434,0.9433691],"genre_scores_gemma":[0.1633259,0.007210933,0.02327703,0.001327013,0.000453661,0.00006656226,0.001012693,0.0004885413,0.8028376],"genre_candidate":"other","genre_consensus":"other","teacher_disagreement_score":0.03200222,"threshold_uncertainty_score":0.107058,"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."}}