{"id":"W7011311678","doi":"","title":"Lifetime Serviceability and Safety of Highway Bridges Under Climate Change","year":2024,"lang":"en","type":"dissertation","venue":"MacSphere (McMaster University)","topic":"Concrete Corrosion and Durability","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Serviceability (structure); Climate change; Loss and damage; Hazard; Truck; Bridge (graph theory); Scope (computer science)","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"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":[0.001157105,0.00023617,0.000242505,0.0008155859,0.0004596167,0.000873629,0.0004913234,0.0005559158,0.0009956891],"category_scores_gemma":[0.002690007,0.0001288769,0.0004070928,0.0007648873,0.0003660228,0.0007622808,0.0006721293,0.0003081048,0.0001857436],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001346494,"about_ca_system_score_gemma":0.0007225075,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.024006,"about_ca_topic_score_gemma":0.03420491,"domain_scores_codex":[0.9995284,0.00004296257,0.00001949222,0.00008330474,0.0002323964,0.00009350113],"domain_scores_gemma":[0.9988153,0.0001845432,0.000342458,0.00009445324,0.0004810975,0.00008217282],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000429124,0.0001537338,0.6202238,0.0002233584,0.0002600875,0.0007340834,0.001677226,0.2447826,0.05581687,0.005409858,0.001019724,0.06926943],"study_design_scores_gemma":[0.000006230976,0.0005921999,0.8567247,0.00004762119,0.00009789981,0.0004333087,0.00184551,0.1219547,0.01190822,0.003427985,0.002911339,0.00005028351],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9952704,0.0001468167,0.002281672,0.00006757586,0.000004567258,0.000007830056,0.0003249797,0.00001316553,0.001883038],"genre_scores_gemma":[0.9988931,0.00008336271,0.0004174365,0.000005265887,0.000003544251,0.000003746389,0.0002739509,0.000003555477,0.0003159955],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.024006,"threshold_uncertainty_score":0.04773253,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01240422070914453,"score_gpt":0.2013509784516264,"score_spread":0.1889467577424819,"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."}}