{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.05991085,0.001502662,0.0007105414,0.00382046,0.002888015,0.002869612,0.004643979,0.003849071,0.03828436],"category_scores_gemma":[0.09580572,0.001040121,0.001642443,0.001616318,0.001450874,0.003501742,0.003778537,0.003091111,0.009600802],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.004850236,"about_ca_system_score_gemma":0.0190751,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006738575,"about_ca_topic_score_gemma":0.009874171,"domain_scores_codex":[0.973119,0.01307471,0.004395034,0.00133458,0.007021034,0.001055541],"domain_scores_gemma":[0.928995,0.02654542,0.00457172,0.007405384,0.03124929,0.001233126],"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":[0.003041666,0.002865759,0.01337396,0.002940636,0.0002510119,0.004319346,0.00984398,0.2022967,0.02674372,0.1540938,0.1679017,0.4123279],"study_design_scores_gemma":[0.001840177,0.004871681,0.01437325,0.003462556,0.0003462153,0.001370893,0.007234229,0.2839525,0.03132345,0.1120802,0.5381877,0.0009571553],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"protocol","genre_scores_codex":[0.03496881,0.0001757628,0.7080167,0.004773486,0.0003994899,0.1635198,0.01093055,0.00503388,0.07218146],"genre_scores_gemma":[0.1150282,0.0004782267,0.6965233,0.00100822,0.0001224048,0.1572966,0.007267642,0.0003736191,0.02190173],"genre_candidate":"protocol","genre_consensus":null,"teacher_disagreement_score":0.05991085,"threshold_uncertainty_score":0.3168426,"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."}}