{"id":"W1581262194","doi":"10.4271/2009-01-2127","title":"Design of Shape for Visco-Elastic Vibration Isolation Element by Topological and Shape Optimization Methods","year":2009,"lang":"en","type":"article","venue":"SAE technical papers on CD-ROM/SAE technical paper series","topic":"Topology Optimization in Engineering","field":"Engineering","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"Kootenay Association for Science & Technology","funders":"","keywords":"Vibration isolation; Shape optimization; Vibration; Topology (electrical circuits); Topology optimization; Viscoelasticity; Computer science; Element (criminal law); Finite element method; Materials science; Structural engineering; Acoustics; Physics; Engineering; Composite material; Electrical engineering","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":[0.0006379313,0.0005301906,0.0006736194,0.0002153826,0.0001871684,0.00005823407,0.0003544588,0.0007279906,0.000408974],"category_scores_gemma":[0.0006272159,0.0005098075,0.0001438011,0.0004642988,0.0003370956,0.000471708,0.0000733485,0.000470447,0.000003368592],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001772402,"about_ca_system_score_gemma":0.00002536837,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000001144266,"about_ca_topic_score_gemma":0.00008623149,"domain_scores_codex":[0.9973379,0.0001405566,0.001011427,0.0006423482,0.0003203751,0.0005473548],"domain_scores_gemma":[0.9983565,0.0007358667,0.0001636217,0.0004629235,0.0001008738,0.0001801639],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0001146658,0.00008248812,0.000008418053,0.0000353795,0.00002570433,9.09299e-7,0.00001804262,0.3226061,0.6670616,0.004707627,0.0004452514,0.004893774],"study_design_scores_gemma":[0.005020949,0.01164092,0.8043007,0.0005905583,0.0006383983,0.0001511418,0.0002283338,0.1508877,0.005076867,0.01228359,0.005555088,0.003625739],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.04223926,0.001928717,0.9367803,0.003925285,0.0006562088,0.004465752,0.0001177139,0.006298211,0.00358857],"genre_scores_gemma":[0.645182,0.0003752456,0.3537965,0.0002745039,0.00004614171,0.0001836676,0.00006987801,0.00005694146,0.00001515355],"genre_candidate":"methods","genre_consensus":null,"teacher_disagreement_score":0.8042923,"threshold_uncertainty_score":0.9997354,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01477773345643867,"score_gpt":0.2701045544051986,"score_spread":0.25532682094876,"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."}}