{"id":"W2114398182","doi":"10.1061/40889(201)182","title":"Seismic Design of Communications Towers","year":2006,"lang":"en","type":"article","venue":"Structures Congress 2006","topic":"Structural Engineering and Vibration Analysis","field":"Engineering","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Tower; Structural engineering; Seismic analysis; Engineering; Induced seismicity; Limit state design; Nonlinear system; Limit (mathematics); Windsor; Computer science; Civil engineering; Geology; Mathematics","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":[0.00003488349,0.0001326997,0.0001717729,0.0001242016,0.00004480429,0.00002068083,0.0002767951,0.00006663291,0.0001014493],"category_scores_gemma":[0.000007844713,0.0001251318,0.00006249404,0.0002220104,0.0001041606,0.00006939968,0.00002190363,0.0001040441,0.000004483752],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002616667,"about_ca_system_score_gemma":0.000009480708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001337811,"about_ca_topic_score_gemma":0.00001401547,"domain_scores_codex":[0.9993882,0.00002164397,0.0002380958,0.00009112858,0.0001146866,0.0001462849],"domain_scores_gemma":[0.9993825,0.00005213408,0.00004061739,0.0004464616,0.00004712689,0.00003114986],"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":[0.000002001711,0.000001772302,0.0001216506,0.00001618267,0.00003761564,4.390112e-7,0.0000189388,0.9865122,0.005153111,0.002358702,0.003183599,0.002593728],"study_design_scores_gemma":[0.0002259577,0.00001086771,0.002973006,0.00001120127,0.0000426079,0.00000622512,0.00003626227,0.9675809,0.0218619,0.002600485,0.004440854,0.0002097338],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.09244675,0.004194242,0.8926659,0.000119445,0.001017669,0.0002898349,0.000126957,0.000841382,0.008297784],"genre_scores_gemma":[0.9921908,0.00005364169,0.007422938,0.00001232131,0.00004134047,0.000006345307,0.00004757769,0.00002148886,0.0002035689],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.899744,"threshold_uncertainty_score":0.5102728,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01156153620008926,"score_gpt":0.2236672016388105,"score_spread":0.2121056654387213,"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."}}