{"id":"W2333643134","doi":"10.2514/6.2013-1892","title":"Vibration Analysis of String-Harnessed Beam Structures: A Homogenization Approach","year":2013,"lang":"en","type":"article","venue":"54th AIAA/ASME/ASCE/AHS/ASC Structures, Structural Dynamics, and Materials Conference","topic":"Vibration and Dynamic Analysis","field":"Engineering","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Waterloo","funders":"Air Force Office of Scientific Research","keywords":"Homogenization (climate); Vibration; Structural engineering; Computer science; Beam (structure); Materials science; Mechanical engineering; Physics; Engineering; Acoustics","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","insufficient_payload"],"consensus_categories":[],"category_scores_codex":[0.0002009468,0.0009348189,0.001608075,0.000986866,0.0003308652,0.0007529939,0.0006475656,0.0005681332,0.001615783],"category_scores_gemma":[0.0001009045,0.0008429895,0.0003082206,0.001282885,0.0003467853,0.0009598405,0.0001661567,0.0003427239,0.000008167794],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001854327,"about_ca_system_score_gemma":0.0001102393,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0009557519,"about_ca_topic_score_gemma":0.0006505529,"domain_scores_codex":[0.9958677,0.000180383,0.001521801,0.0009852033,0.0006730358,0.00077187],"domain_scores_gemma":[0.997531,0.00007851746,0.0006130719,0.0008922116,0.0005364864,0.0003486889],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.000311538,0.00007999945,0.006102528,0.002446905,0.008739725,0.00001384799,0.004311262,0.3049583,0.1833165,0.4445871,0.0005017755,0.04463048],"study_design_scores_gemma":[0.001109896,0.00008151567,0.1608777,0.00003838599,0.001596249,0.0000245228,0.0006833883,0.8094887,0.009522367,0.01530557,0.00002952153,0.001242217],"study_design_candidate":"simulation_or_modeling","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8542298,0.0001992469,0.1416445,0.00006115064,0.0008182023,0.0008629407,0.00115265,0.0004035445,0.0006279885],"genre_scores_gemma":[0.9887881,0.0002494557,0.005931922,0.00008803004,0.0001860204,0.00006732062,0.004444972,0.00009772599,0.0001464571],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5045303,"threshold_uncertainty_score":0.9994021,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007239204208584623,"score_gpt":0.1973002006304121,"score_spread":0.1900609964218275,"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."}}