{"id":"W3163662159","doi":"10.1016/j.oceaneng.2021.109128","title":"An endurance time method-based fragility analysis framework for cable-stayed bridge systems under scour and earthquake","year":2021,"lang":"en","type":"article","venue":"Ocean Engineering","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":56,"is_retracted":false,"has_abstract":false,"ca_institutions":"McMaster University","funders":"National Natural Science Foundation of China","keywords":"Fragility; Bridge (graph theory); Incremental Dynamic Analysis; Structural engineering; Acceleration; Component (thermodynamics); Duration (music); Engineering; Geology; Seismic analysis; Physics","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":false,"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":[0.0003452619,0.0002598211,0.0005194103,0.0002367886,0.00008068755,0.00012475,0.0001314881,0.0001468907,0.00004573704],"category_scores_gemma":[0.00005063778,0.000288228,0.0001913323,0.0009340027,0.00001344324,0.0002130768,0.00001371783,0.0002142205,0.000005475317],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006398596,"about_ca_system_score_gemma":0.0000273993,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003126478,"about_ca_topic_score_gemma":0.000002862575,"domain_scores_codex":[0.9987229,0.00002812848,0.0003093193,0.0003664325,0.00017186,0.0004013979],"domain_scores_gemma":[0.999031,0.0002024091,0.00003544239,0.0004815225,0.00008337991,0.0001662397],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000004036984,0.00001327209,0.0008309716,0.0002167479,0.0005505941,0.00000656747,0.0000580402,0.9953956,0.002194414,0.00009343904,0.00006126335,0.0005750647],"study_design_scores_gemma":[0.0002175999,0.00001120251,0.008102071,0.00006723804,0.0004410637,0.000004132527,0.0000419977,0.9869787,0.003168072,0.00002935045,0.0006115057,0.0003271165],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3341313,0.0007389431,0.6645769,0.00002579674,0.0001028835,0.0000772582,0.00005745074,0.0002628491,0.00002654752],"genre_scores_gemma":[0.9623164,0.00004613361,0.03716274,0.00007577887,0.0001589201,0.00001416401,0.0001131844,0.00005636028,0.00005630619],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.6281851,"threshold_uncertainty_score":0.999957,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01116240013805227,"score_gpt":0.2472300317523379,"score_spread":0.2360676316142856,"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."}}