{"id":"W2051916322","doi":"10.1115/detc2014-35549","title":"Using the Simple Structural Beam (SSB) Model to Optimize and Analyze Automotive Structures for Bending Stiffness and Natural Frequency","year":2014,"lang":"en","type":"article","venue":"","topic":"Mechanical Engineering and Vibrations Research","field":"Engineering","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Tech University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Finite element method; Stiffness; Natural frequency; Vibration; Beam (structure); Automotive industry; Bending stiffness; Structural engineering; Bending; Computer science; Process (computing); Engineering; Acoustics; Aerospace engineering","routes":{"ca_aff":true,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.000458048,0.0007524582,0.0004999836,0.0007331141,0.0003341607,0.000611491,0.000847964,0.001522545,0.004598091],"category_scores_gemma":[0.0005807083,0.0006203032,0.0009867309,0.0007454047,0.0003843587,0.0006863569,0.0003677697,0.0007058272,0.00219772],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0005512284,"about_ca_system_score_gemma":0.001274788,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.008022028,"about_ca_topic_score_gemma":0.01318126,"domain_scores_codex":[0.9997879,0.00003108774,0.000006460605,0.00002073048,0.0001416379,0.00001236203],"domain_scores_gemma":[0.999824,0.00005906582,0.00002219932,0.00001596537,0.00007032017,0.000008478643],"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":[0.00001588856,0.00003868333,0.0007214944,0.0001078744,0.00002280335,0.00006225418,0.00005415023,0.9585238,0.01195661,0.008103953,0.001283259,0.01910922],"study_design_scores_gemma":[0.000008963821,0.00002919187,0.0002521978,0.00001326443,0.000006626334,0.00002855069,0.0000109605,0.9936674,0.001136253,0.001374083,0.003465464,0.000006957729],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.02232503,0.0002979394,0.9582661,0.0003118985,0.00007088555,0.0001216808,0.0003518576,0.0004171364,0.0178375],"genre_scores_gemma":[0.4304745,0.001431607,0.5270375,0.000382138,0.00005700193,0.001421714,0.001245743,0.0004840467,0.0374657],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.008022028,"threshold_uncertainty_score":0.01595068,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.029647898375377,"score_gpt":0.3051276702376864,"score_spread":0.2754797718623094,"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."}}