{"id":"W4405796755","doi":"10.1061/jsdccc.sceng-1537","title":"Long-Term Design Life Assessment of a Corrugated Steel Pipe Culvert Rehabilitated with Geopolymer Liner","year":2024,"lang":"en","type":"article","venue":"Journal of structural design and construction practice.","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Culvert; Term (time); Geotechnical engineering; Structural engineering; Forensic engineering; Engineering; Environmental science; Physics","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":[],"consensus_categories":[],"category_scores_codex":[0.0004178908,0.0002790717,0.0004280745,0.000277258,0.00006835346,0.0001564762,0.0001247358,0.0001611344,0.00008091379],"category_scores_gemma":[0.0001721855,0.0001972724,0.00009827719,0.0003736227,0.0001849273,0.0008330345,0.00001650482,0.0006881665,6.804249e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00008109843,"about_ca_system_score_gemma":0.0002070948,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007841708,"about_ca_topic_score_gemma":3.823058e-7,"domain_scores_codex":[0.9983417,0.0001503565,0.0006937092,0.0001889439,0.0003974994,0.0002277346],"domain_scores_gemma":[0.9984599,0.000668442,0.0002279853,0.000153862,0.0002936617,0.0001961589],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.001855027,0.00006959958,0.002628795,0.001637262,0.003892025,0.0005599089,0.0007288822,0.7668014,0.1316215,0.0109124,0.00104854,0.0782447],"study_design_scores_gemma":[0.005563159,0.004905964,0.09263049,0.001906726,0.00258407,0.0378088,0.001647722,0.8308293,0.01327675,0.005358872,0.001505303,0.001982844],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2898773,0.003727616,0.7043936,0.0002723204,0.001149307,0.0002564087,0.000004668636,0.0001784658,0.0001403877],"genre_scores_gemma":[0.9017289,0.000384345,0.09768672,0.00002399958,0.0001090793,0.00000380051,0.00000194265,0.00003516044,0.00002600617],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6118517,"threshold_uncertainty_score":0.8044534,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01044203372302106,"score_gpt":0.2540839415878987,"score_spread":0.2436419078648776,"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."}}