{"id":"W4407393619","doi":"10.1115/1.4067909","title":"Pattern Optimization to Minimize Dynamic Impacts of Wrapping Cables in Plate-Like Space Structures: Experimental Validation","year":2025,"lang":"en","type":"article","venue":"Journal of vibration and acoustics","topic":"Structural Analysis and Optimization","field":"Engineering","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"","keywords":"Space (punctuation); Structural engineering; Computer science; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002868757,0.000562749,0.0002355374,0.00031958,0.0001511193,0.000240288,0.0003235099,0.0003538556,0.0009257438],"category_scores_gemma":[0.0006301723,0.0001428107,0.0001599548,0.0002230328,0.0003786543,0.0002597289,0.0002984793,0.000206388,0.0001690764],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002026611,"about_ca_system_score_gemma":0.0002347821,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0004071585,"about_ca_topic_score_gemma":0.000576315,"domain_scores_codex":[0.9998399,0.00003016769,0.000007583212,0.00002447107,0.00006733758,0.0000304956],"domain_scores_gemma":[0.9995359,0.0001428081,0.0001209047,0.00008785628,0.00008220357,0.00003031565],"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":[0.000407908,0.0004631975,0.002841207,0.0002391944,0.00002864264,0.0003274944,0.0001772078,0.4534032,0.5131429,0.001725695,0.0003419444,0.02690143],"study_design_scores_gemma":[0.00006204055,0.003462604,0.004302015,0.00003111795,0.00002932226,0.0001318321,0.0001831422,0.5204418,0.4696859,0.0004701945,0.001173948,0.00002605947],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.983503,0.00003853359,0.01496145,0.0000188229,0.000007417142,0.00001681195,0.00004414146,0.00007246261,0.001337426],"genre_scores_gemma":[0.9943914,0.00002240751,0.005158563,0.000002414418,8.816355e-7,0.00001385767,0.00001700593,0.00001059796,0.0003828588],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0009257438,"threshold_uncertainty_score":0.003096938,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.004778550090128915,"score_gpt":0.2349520338257114,"score_spread":0.2301734837355825,"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."}}