{"id":"W4386746326","doi":"10.1201/9781003323020-198","title":"Life-cycle design of concrete highway bridge decks under climate change","year":2023,"lang":"en","type":"book-chapter","venue":"","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Bridge (graph theory); Engineering; Civil engineering; Forensic engineering; Transport engineering; Structural 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":[0.0003909894,0.0003849347,0.0002766343,0.0004533836,0.0002424073,0.000585225,0.0007396007,0.0004275395,0.003092694],"category_scores_gemma":[0.0003288729,0.0002623614,0.0003673163,0.0002052549,0.0002408341,0.0002761663,0.0003665457,0.0002202476,0.0004953303],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008531437,"about_ca_system_score_gemma":0.000623774,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004135409,"about_ca_topic_score_gemma":0.004830434,"domain_scores_codex":[0.9997702,0.0000627966,0.000006987548,0.00002938873,0.0001016185,0.00002885751],"domain_scores_gemma":[0.9998894,0.00003023284,0.0000125231,0.000006647907,0.00005238772,0.000008789744],"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":[0.00003561289,0.00002398456,0.0007406005,0.00006593948,0.0000105836,0.00008747233,0.00005742005,0.9581357,0.00996127,0.005085194,0.0004826952,0.02531352],"study_design_scores_gemma":[0.000004960616,0.0001427328,0.00107742,0.0000173674,0.00001296969,0.00004591713,0.00005055155,0.9872833,0.003376118,0.00459283,0.003387374,0.000008356949],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3434203,0.002074065,0.5515641,0.0003146437,0.00006784683,0.0003608523,0.0006698618,0.0003795766,0.1011487],"genre_scores_gemma":[0.9434398,0.0008279556,0.03499093,0.00004295584,0.00001110766,0.0001857767,0.0004613423,0.00008133725,0.01995876],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.004135409,"threshold_uncertainty_score":0.01034611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0821654587578881,"score_gpt":0.2461692240184219,"score_spread":0.1640037652605338,"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."}}