{"id":"W3197600052","doi":"10.82308/45360","title":"Design of concrete bridges for sustainability and durability","year":2012,"lang":"en","type":"article","venue":"eScholarship@McGill (McGill)","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"McGill University","keywords":"Durability; Sustainability; Forensic engineering; Engineering; Construction engineering; Architectural engineering; Computer science","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002421383,0.0003793206,0.0005680684,0.00009871704,0.0003099563,0.00002465601,0.0002473195,0.0002557478,0.00007889359],"category_scores_gemma":[0.002405879,0.0003864689,0.0001813898,0.0002354227,0.0002236979,0.0006717623,0.0001401986,0.000358275,0.000008481802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000510653,"about_ca_system_score_gemma":0.00002437795,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00006645524,"about_ca_topic_score_gemma":0.00001131491,"domain_scores_codex":[0.9975734,0.0002951072,0.0006798464,0.0004609551,0.0002679025,0.000722757],"domain_scores_gemma":[0.9971909,0.001165739,0.000109757,0.0006981885,0.0004156129,0.0004197878],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.001080913,0.0001647407,0.02005159,0.005057024,0.0002137595,0.000005999341,0.0001052548,0.001954377,0.6911695,0.09768141,0.00003419827,0.1824812],"study_design_scores_gemma":[0.003893644,0.0005861315,0.02899759,0.0001271782,0.0002777602,0.00005732461,0.0006803339,0.01420587,0.8630505,0.05676882,0.02923893,0.002115882],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.995532,0.000442676,0.0002149549,0.00003279648,0.0004046928,0.001292213,0.0004358443,0.0003694121,0.001275446],"genre_scores_gemma":[0.9972806,0.00006011529,0.002308451,0.00005613375,0.0000274543,0.0001425537,0.00001239827,0.0000648585,0.00004741138],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1803654,"threshold_uncertainty_score":0.9998587,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02249432733184278,"score_gpt":0.2344317641009845,"score_spread":0.2119374367691418,"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."}}