{"id":"W2604860468","doi":"10.1061/9780784480403.044","title":"Collapse Fragility Analysis of Non-Seismically Designed Bridge Columns Retrofitted with FRP Composites","year":2017,"lang":"en","type":"article","venue":"Structures Congress 2017","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"Mitacs","keywords":"Fragility; Structural engineering; Bridge (graph theory); Incremental Dynamic Analysis; Probabilistic logic; Seismic loading; Shear (geology); Span (engineering); Fibre-reinforced plastic; Geotechnical engineering; Reinforced concrete; Seismic analysis; Geology; Engineering; Materials science; Computer science; Composite material; Physics","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0001345203,0.0002925556,0.000812748,0.0002968302,0.0003957272,0.0001941433,0.0008270222,0.0001550822,0.0001143303],"category_scores_gemma":[0.00004355242,0.0002466936,0.0002335786,0.0003384268,0.0003803989,0.0002814495,0.00008092434,0.0002062533,0.000005727949],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00004442623,"about_ca_system_score_gemma":0.00003957757,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0005356527,"about_ca_topic_score_gemma":0.0001893,"domain_scores_codex":[0.9985684,0.00002705312,0.0003774002,0.000331224,0.0003373508,0.0003585366],"domain_scores_gemma":[0.9979006,0.00005843425,0.0002943606,0.001400002,0.0002117904,0.000134812],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003932123,0.00005315162,0.7415103,0.0002252095,0.01274709,0.0000986823,0.0005884998,0.1549647,0.07572162,0.0001105622,0.01033321,0.003253778],"study_design_scores_gemma":[0.0006754327,0.00005953708,0.7777054,0.00003057032,0.00149935,0.000003448913,0.00001873962,0.1950599,0.02435833,0.00005843346,0.0002088923,0.0003219777],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9919528,0.0001432984,0.00511872,0.0000472784,0.000221462,0.000171329,0.0002240853,0.00009232495,0.002028643],"genre_scores_gemma":[0.9982065,0.00006758476,0.001339024,0.00006066855,0.00005550838,0.00001124298,0.000103492,0.00002776603,0.0001282244],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05136329,"threshold_uncertainty_score":0.9999985,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.0114462548606933,"score_gpt":0.2496895082866675,"score_spread":0.2382432534259742,"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."}}