{"id":"W7132408554","doi":"","title":"Review of bridge design practice for water loads, scour, and ice action: opportunities for climate resilience","year":2018,"lang":"en","type":"article","venue":"NPARC","topic":"Arctic and Antarctic ice dynamics","field":"Earth and Planetary Sciences","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Damages; Climate change; Resilience (materials science); Flood myth; Sustainability; Bridge (graph theory); Debris; Vulnerability (computing)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.007029497,0.0008816553,0.001371872,0.007890312,0.001264067,0.002749335,0.002803975,0.001508737,0.002691079],"category_scores_gemma":[0.01857955,0.0005618163,0.00120202,0.01444867,0.001623207,0.001977312,0.00100869,0.001642971,0.0007032543],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.01717844,"about_ca_system_score_gemma":0.07819709,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.5256001,"about_ca_topic_score_gemma":0.7258705,"domain_scores_codex":[0.9938075,0.0008559588,0.001022208,0.0002921204,0.003742754,0.000279451],"domain_scores_gemma":[0.9818948,0.004712148,0.001493548,0.0002990732,0.01119126,0.0004091364],"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":[0.00004789358,0.00004161991,0.0009231064,0.1271147,0.0001676815,0.0002771063,0.002203777,0.001551765,0.001021186,0.009337223,0.1148865,0.7424274],"study_design_scores_gemma":[0.000008214824,0.0000298722,0.003197616,0.1021549,0.0002665562,0.0001997707,0.0007754161,0.0001377602,0.0002657946,0.0008857329,0.8920379,0.00004055109],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007153305,0.9870155,0.0009733598,0.003218746,0.0005477567,0.00009798724,0.0004309611,0.00002804371,0.006972325],"genre_scores_gemma":[0.004941921,0.9902747,0.001963538,0.00109372,0.00008542514,0.00005946984,0.0003098312,0.00001198321,0.001259413],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.5256001,"threshold_uncertainty_score":0.9543875,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09844225053674664,"score_gpt":0.3068767260621915,"score_spread":0.2084344755254448,"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."}}