{"id":"W4414981129","doi":"10.1680/jensu.2025.178.5.341","title":"Editorial: Sustainable and resilient infrastructure","year":2025,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Engineering Sustainability","topic":"Infrastructure Resilience and Vulnerability Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Climate change; Action (physics); Sustainability; Population; Extreme weather; Geopolitics; Critical infrastructure; Resilience (materials science)","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":[0.004879361,0.004475706,0.002903594,0.003111791,0.003658918,0.01118006,0.003929328,0.01644346,0.03742712],"category_scores_gemma":[0.02694217,0.001198603,0.003146558,0.00130696,0.002818154,0.007307048,0.002360549,0.02241476,0.03155001],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002397239,"about_ca_system_score_gemma":0.003571344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001233859,"about_ca_topic_score_gemma":0.002447061,"domain_scores_codex":[0.99485,0.000562697,0.0005011589,0.0009424247,0.002636791,0.0005068728],"domain_scores_gemma":[0.9839876,0.005145889,0.000988103,0.0005973974,0.006019766,0.003261304],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00001997939,0.00001077214,0.00001942154,0.0001019703,0.000006025206,0.00005652711,0.0000112522,0.00001807318,0.00003573954,0.0002006634,0.9971889,0.002330723],"study_design_scores_gemma":[0.00004057003,0.0000352339,0.0002212847,0.00030607,0.00001851604,0.0001735601,0.00007307217,0.0001067129,0.0001001589,0.0008956132,0.99801,0.00001916021],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"editorial","genre_gemma":"editorial","genre_scores_codex":[0.00003237376,0.001370776,0.00006284244,0.03129115,0.9655772,0.00001965357,0.00005836793,0.00006098361,0.001526758],"genre_scores_gemma":[0.0004356505,0.001717113,0.00005958002,0.02417597,0.9633164,0.00002141188,0.00005024217,0.00004933495,0.01017444],"genre_candidate":"editorial","genre_consensus":"editorial","teacher_disagreement_score":0.03742712,"threshold_uncertainty_score":0.1252062,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.001396037352594377,"score_gpt":0.1884934398923015,"score_spread":0.1870974025397071,"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."}}