{"id":"W4247673439","doi":"10.22215/etd/2015-10739","title":"An Experimental Methodology for Characterizing High Speed Craft Seat Suspension Components","year":2015,"lang":"en","type":"dissertation","venue":"","topic":"Vibration Control and Rheological Fluids","field":"Engineering","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"Carleton University","funders":"","keywords":"Suspension (topology); Displacement (psychology); Structural engineering; Stiffness; Engineering; Dynamic testing; Static analysis; Dynamic load testing; Dynamic loading; Static testing; Mechanical engineering; Mathematics","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":[0.0002522214,0.0003147609,0.0005354305,0.0001089113,0.00007752655,0.00005277883,0.0001780002,0.0004690694,0.0005220782],"category_scores_gemma":[0.00003680088,0.0002610544,0.0001086395,0.0000522343,0.00001458493,0.0001860001,0.0000119461,0.0001765231,0.00006205169],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00007113158,"about_ca_system_score_gemma":0.00001796475,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00003468573,"about_ca_topic_score_gemma":0.00003823822,"domain_scores_codex":[0.9987771,0.0001013428,0.0003551881,0.0003142761,0.0001668675,0.0002852367],"domain_scores_gemma":[0.9993648,0.0001119448,0.00004821081,0.0001994424,0.0001186494,0.0001569594],"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":[0.0002196401,0.00004551036,0.000007657603,0.0000457741,0.00004750688,0.000003308863,0.0002167992,0.0002842142,0.9957699,0.0008644248,0.001855743,0.0006395761],"study_design_scores_gemma":[0.002450335,0.0006492377,0.003253361,0.00005892853,0.00009314616,0.000008299654,0.0009721323,0.0887781,0.8972869,0.001193927,0.004308293,0.0009473479],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867932,0.0003764858,0.005581398,0.00007003226,0.003681381,0.0006552954,0.00003823807,0.0005716198,0.002232395],"genre_scores_gemma":[0.9754691,0.00002129898,0.01045183,0.0001463001,0.0005011465,0.00006114464,0.009453848,0.00007916488,0.003816184],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.09848296,"threshold_uncertainty_score":0.9999841,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07946503396862058,"score_gpt":0.3351054502556158,"score_spread":0.2556404162869952,"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."}}