{"id":"W2142937755","doi":"10.1260/026309203323022599","title":"Performance Analysis of Suspension Seats under High Magnitude Vibration Excitations: Part 1: Model Development and Validation","year":2003,"lang":"en","type":"article","venue":"Journal of low frequency noise, vibration and active control","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":13,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institut de recherche Robert-Sauvé en santé et en sécurité du travail; Concordia University","funders":"","keywords":"Suspension (topology); Vibration; Structural engineering; Sprung mass; Engineering; Limiting; Range (aeronautics); Mechanics; Physics; Mechanical engineering; Acoustics; Mathematics; Aerospace 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0006556205,0.0001759827,0.0005332807,0.0006516013,0.0001606589,0.0000434888,0.00003913062,0.0001091407,0.00006281675],"category_scores_gemma":[0.0003644917,0.0001495626,0.00008430571,0.0004578579,0.00006489017,0.001123969,0.000005702834,0.0001877974,0.000001301534],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001309391,"about_ca_system_score_gemma":0.0005159684,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000004885086,"about_ca_topic_score_gemma":0.00001392984,"domain_scores_codex":[0.9981245,0.000209515,0.0008552572,0.0002007971,0.0004576168,0.000152358],"domain_scores_gemma":[0.9976796,0.0002343503,0.0008158713,0.0001282365,0.000961364,0.000180615],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.002401561,0.00137095,0.09080736,0.0008645426,0.00338175,0.00002039458,0.003592734,0.106314,0.7524145,0.01550389,0.0001536874,0.0231747],"study_design_scores_gemma":[0.008952791,0.001370153,0.5988278,0.0004561537,0.002013298,0.0000539291,0.000608725,0.199755,0.1859672,0.001600002,0.00002739705,0.0003674328],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8859295,0.00019919,0.1120832,0.001018817,0.00008562465,0.000434141,0.000008851369,0.00001059399,0.0002301171],"genre_scores_gemma":[0.9839616,0.0003378401,0.01491045,0.0006342158,0.00004959325,0.0000136939,0.00005031557,0.00001374303,0.00002851044],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.5664472,"threshold_uncertainty_score":0.6098984,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02169512249533151,"score_gpt":0.2841410138559707,"score_spread":0.2624458913606392,"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."}}