{"id":"W2953581389","doi":"10.1680/jstbu.19.00023","title":"An assessment of damper placement methods considering upfront damper cost","year":2019,"lang":"en","type":"article","venue":"Proceedings of the Institution of Civil Engineers - Structures and Buildings","topic":"Seismic Performance and Analysis","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Arup Group (Canada)","funders":"","keywords":"Damper; Structural engineering; Work (physics); Iterative method; Computer science; Damping torque; Control theory (sociology); Engineering; Mechanical engineering; Algorithm","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":[0.0002957091,0.0001900708,0.0003782628,0.0001703298,0.00004642338,0.00002115451,0.0002362301,0.00008687065,0.00005012789],"category_scores_gemma":[0.00002340605,0.0001416159,0.0001022947,0.0002256086,0.0001234144,0.0003502677,0.00006046481,0.0001628115,1.157402e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005609469,"about_ca_system_score_gemma":0.00002737221,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000298234,"about_ca_topic_score_gemma":0.000002388205,"domain_scores_codex":[0.998993,0.000003969797,0.0003944869,0.0001719401,0.0002546333,0.000181919],"domain_scores_gemma":[0.9994921,0.00002150739,0.0001668684,0.0001343866,0.0001299165,0.00005523714],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.00001629505,0.00001953617,0.01141869,0.0008542082,0.0002251546,7.758952e-8,0.0006613003,0.2997455,0.6633602,0.02140383,0.0001935962,0.002101631],"study_design_scores_gemma":[0.001070307,0.0001450551,0.01779706,0.0004570382,0.0002498369,0.00001840308,0.001582303,0.3808233,0.5915448,0.0008556807,0.005008692,0.0004475363],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9904036,0.0002539431,0.007109705,0.0000248855,0.0002729683,0.000223267,0.00001234027,0.00004195824,0.001657346],"genre_scores_gemma":[0.9848879,0.0001697234,0.01484794,0.00002539199,0.00003127694,0.000006688996,0.00000246989,0.00001521232,0.00001340747],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08107784,"threshold_uncertainty_score":0.5774928,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.008487479113610827,"score_gpt":0.2825216523340276,"score_spread":0.2740341732204168,"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."}}