{"id":"W4402118688","doi":"10.3390/cli12090132","title":"Risk Assessment Protocol for Existing Bridge Infrastructure Considering Climate Change","year":2024,"lang":"en","type":"article","venue":"Climate","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":5,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Metropolitan University","funders":"National Research Council Canada","keywords":"Bridge (graph theory); Protocol (science); Vulnerability (computing); Climate change; Resilience (materials science); Vulnerability assessment; Risk assessment; Risk analysis (engineering); Environmental resource management; Socioeconomic status; Computer science; Psychological resilience; Business; Environmental science; Computer security; Environmental health; Population; Medicine","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004008097,0.000219568,0.0002202057,0.00007082436,0.0001575847,0.0002110759,0.00009921563,0.00008982923,0.0001738467],"category_scores_gemma":[0.00006611113,0.0002018064,0.0001188704,0.0001324336,0.00003180715,0.0002089219,0.0001002577,0.0002689335,0.00003532249],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001222466,"about_ca_system_score_gemma":0.00001977222,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004247026,"about_ca_topic_score_gemma":0.000009521205,"domain_scores_codex":[0.9987424,0.00002647164,0.0003313441,0.0003040626,0.0001141344,0.0004816111],"domain_scores_gemma":[0.9993657,0.0001895443,0.00003905873,0.0002626046,0.00004434256,0.00009874228],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0003161118,0.00008034496,0.1388091,0.05548761,0.000225637,0.0002218026,0.005725672,0.00632615,0.05554164,0.02787442,0.02161001,0.6877815],"study_design_scores_gemma":[0.001262618,0.0001169091,0.08429654,0.001078357,0.00006723779,0.000036169,0.0001244468,0.7321578,0.001800971,0.001801503,0.1765001,0.0007572907],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"protocol","genre_gemma":"empirical","genre_scores_codex":[0.396647,0.0005165028,0.03873482,0.0006734107,0.007307575,0.4882755,0.003450163,0.01461011,0.04978493],"genre_scores_gemma":[0.7017157,0.00008390085,0.006817974,0.0001140487,0.0005629042,0.2905247,0.00003692618,0.0001310049,0.00001285985],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7258317,"threshold_uncertainty_score":0.8229425,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.06898197706391175,"score_gpt":0.3616427028702816,"score_spread":0.2926607258063699,"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."}}