{"id":"W2073121550","doi":"10.1061/9780784479117.019","title":"Heavy Rail below the 100-Year Flood Elevation—Innovations in Design: A Case Study","year":2015,"lang":"en","type":"article","venue":"Structures Congress 2015","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Flood myth; Port (circuit theory); Train; Civil engineering; Rail transportation; Metre; Environmental science; Bridge (graph theory); Transport engineering; Engineering; Geography","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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002868498,0.000223832,0.0002286986,0.0002619603,0.0000976597,0.000110113,0.0002176819,0.00008160635,0.00008034617],"category_scores_gemma":[0.0001282964,0.0001663137,0.00004299092,0.0009201459,0.00005249109,0.0001842623,0.00003390116,0.0002772467,0.00001531271],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009505712,"about_ca_system_score_gemma":0.00004935123,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002892908,"about_ca_topic_score_gemma":0.0004895612,"domain_scores_codex":[0.9988491,0.00006660319,0.0003467093,0.0002024832,0.0002849176,0.0002502065],"domain_scores_gemma":[0.9991956,0.00007936729,0.0000452553,0.0004018806,0.0001752053,0.0001026741],"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":[0.00002314773,0.00002020459,0.002717521,0.00001494222,0.0001934245,0.0002377466,0.003547239,0.9793772,0.0001887986,0.001231065,0.008767989,0.003680762],"study_design_scores_gemma":[0.00743289,0.0004112341,0.01880288,0.00004492217,0.0003061077,0.001434111,0.03446895,0.9193235,0.003829401,0.006937691,0.005295119,0.001713214],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9640937,0.0003785214,0.0326866,0.0002566619,0.001248948,0.0006242615,0.00002030509,0.000381791,0.0003091892],"genre_scores_gemma":[0.9985148,0.000003717655,0.00109268,0.00004319095,0.0001314498,0.00005158874,0.0000167046,0.0000344968,0.0001113741],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06005368,"threshold_uncertainty_score":0.6782075,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04078312581287762,"score_gpt":0.2865304280364315,"score_spread":0.2457473022235538,"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."}}