{"id":"W3087355073","doi":"10.1016/j.tust.2020.103607","title":"Numerical, experimental and fragility analysis of urban lifelines under seismic wave propagation: Study on gas distribution pipelines in the greater Tehran area","year":2020,"lang":"en","type":"article","venue":"Tunnelling and Underground Space Technology","topic":"Geotechnical Engineering and Underground Structures","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":false,"ca_institutions":"University of Toronto; Apotex (Canada)","funders":"","keywords":"Fragility; Pipeline transport; Civil engineering; Engineering; Pipeline (software); Computer science; Environmental science; Mechanical engineering; 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":[],"consensus_categories":[],"category_scores_codex":[0.0001517314,0.0002586109,0.0004388769,0.0002266961,0.000093809,0.00004625091,0.000136538,0.0001904977,0.000003356459],"category_scores_gemma":[0.00005240231,0.0001921329,0.00006248885,0.001087885,0.0001425818,0.00005513974,0.00003328376,0.0003837109,5.500251e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003918456,"about_ca_system_score_gemma":0.000007083847,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004781774,"about_ca_topic_score_gemma":0.000009345753,"domain_scores_codex":[0.998848,0.00004900841,0.0003355449,0.0003564732,0.0001689795,0.0002419828],"domain_scores_gemma":[0.9994752,0.0001143718,0.00005201067,0.0002673259,0.00003083481,0.00006029878],"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":[0.0001127805,0.0003443137,0.02115153,0.0001273599,0.0008175729,0.00003300353,0.003702749,0.9617096,0.005898533,0.005355432,0.0001215622,0.0006255991],"study_design_scores_gemma":[0.0008403587,0.0006701945,0.02330219,0.00003421136,0.0003759499,0.00001946693,0.008585844,0.9605429,0.002722248,0.002354341,0.0001414593,0.0004108853],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8822638,0.0005831848,0.1140632,0.002478264,0.00004003134,0.0002416923,0.000008843499,0.0002864728,0.00003443913],"genre_scores_gemma":[0.9996445,0.00006151065,0.0001007235,0.00007064985,0.0000520588,0.00002604944,0.00002082583,0.00001831222,0.000005407066],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1173806,"threshold_uncertainty_score":0.7834952,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01974327851414089,"score_gpt":0.2269766284011624,"score_spread":0.2072333498870215,"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."}}