{"id":"W4385723899","doi":"10.1061/9780784485026.032","title":"Extending the Life of RAS Piping for the City of Winnipeg","year":2023,"lang":"en","type":"article","venue":"","topic":"Offshore Engineering and Technologies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Winnipeg; KGS Group (Canada)","funders":"","keywords":"Piping; Computer science; Architectural engineering; 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":[0.001103545,0.0004321107,0.0001424339,0.0005694116,0.00675602,0.002381807,0.0011596,0.0005232303,0.01017137],"category_scores_gemma":[0.001835681,0.0003644245,0.0002734144,0.0004909863,0.001159133,0.001039688,0.00347789,0.0007468911,0.001185459],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01091144,"about_ca_system_score_gemma":0.05344158,"about_ca_topic_candidate":true,"about_ca_topic_consensus":true,"about_ca_topic_score_codex":0.6994734,"about_ca_topic_score_gemma":0.924732,"domain_scores_codex":[0.9992976,0.0001027828,0.00001462934,0.00007363292,0.0002139409,0.0002973821],"domain_scores_gemma":[0.9988042,0.00003269465,0.00004116681,0.00004016527,0.0002945952,0.0007871974],"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":[0.0005703162,0.0002780532,0.04770676,0.0009639352,0.00007917867,0.007552256,0.02699674,0.007942148,0.02111211,0.04500505,0.1539979,0.6877956],"study_design_scores_gemma":[0.00002321468,0.0002656511,0.03764217,0.0003362221,0.00002542634,0.0005933403,0.01621048,0.001048804,0.001514744,0.001408672,0.9408829,0.00004838171],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"other","genre_scores_codex":[0.677595,0.006658967,0.02153114,0.04825896,0.001543456,0.00167723,0.001780619,0.000756524,0.2401982],"genre_scores_gemma":[0.7977626,0.003668329,0.0339526,0.002075715,0.00004794865,0.0003176833,0.0006369522,0.0002456623,0.1612925],"genre_candidate":"other","genre_consensus":null,"teacher_disagreement_score":0.3005266,"threshold_uncertainty_score":0.6045928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02874859270533273,"score_gpt":0.2357782923723475,"score_spread":0.2070296996670148,"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."}}