{"id":"W2065011204","doi":"10.1115/detc2010-28494","title":"The Effect of Carbon Nanotubes on the Natural Frequencies of Microcantilever Beams","year":2010,"lang":"en","type":"article","venue":"","topic":"Mechanical and Optical Resonators","field":"Physics and Astronomy","cited_by":3,"is_retracted":false,"has_abstract":true,"ca_institutions":"Okanagan University College; University of British Columbia, Okanagan Campus; University of British Columbia","funders":"","keywords":"Carbon nanotube; Materials science; Nanocomposite; Beam (structure); Composite material; Finite element method; Polymer; Natural frequency; Carbon fibers; Composite number; Structural engineering; Acoustics; Vibration","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":[0.0001939289,0.00008010733,0.000121373,0.000007361106,0.00005744311,0.000009771575,0.0002138901,0.00002480861,0.0001753732],"category_scores_gemma":[0.00005635876,0.00002860798,0.0001043491,0.00005629021,0.0001341008,0.00001126238,0.00003968549,0.0002092078,0.000005777305],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000001684168,"about_ca_system_score_gemma":0.00001273708,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002745114,"about_ca_topic_score_gemma":0.00001278226,"domain_scores_codex":[0.9994845,0.00003418724,0.0001308154,0.00008082714,0.0001417302,0.0001279004],"domain_scores_gemma":[0.9986711,0.001030543,0.00004308191,0.0001989719,0.00002937728,0.00002690027],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"theoretical_or_conceptual","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0000350345,0.00001916666,0.00333251,0.000006066043,0.00004075711,9.787292e-8,0.0000215706,5.166592e-7,0.2663751,0.7181341,0.0001423272,0.01189271],"study_design_scores_gemma":[0.0001141628,0.0001239106,0.0008390797,0.000009173309,0.00001190112,8.298813e-8,0.0000379213,0.0002097512,0.9925674,0.004384176,0.001656145,0.00004632216],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9807957,0.0000231735,0.00001065971,0.0002591602,0.0002204669,0.0001098337,0.000003853664,0.00000425697,0.01857291],"genre_scores_gemma":[0.9993472,6.758625e-7,0.0000340876,0.00002320667,0.00005826635,0.000006913502,6.917125e-7,0.000004363939,0.000524589],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.7261922,"threshold_uncertainty_score":0.1920214,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.003736087032621562,"score_gpt":0.2090486474501955,"score_spread":0.2053125604175739,"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."}}