{"id":"W4391300861","doi":"10.2514/6.2024-2151","title":"An Adaptive Seat Suspension System for the Mitigation of Whole-Body Vibration","year":2024,"lang":"en","type":"article","venue":"","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Concordia University","funders":"","keywords":"Suspension (topology); Vibration; Whole body vibration; Computer science; Automotive engineering; Control theory (sociology); Acoustics; Engineering; Physics; Artificial intelligence; 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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001357362,0.0002668274,0.0001910043,0.0002103387,0.0001225595,0.0001523705,0.0004124738,0.0003064186,0.001360585],"category_scores_gemma":[0.0001851756,0.00008613476,0.0001991415,0.00008094672,0.00009381423,0.0002550762,0.0002193337,0.0001686225,0.0004614826],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009222357,"about_ca_system_score_gemma":0.0001224643,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002445886,"about_ca_topic_score_gemma":0.0006083773,"domain_scores_codex":[0.999894,0.00001646237,0.000007525367,0.000024525,0.00004504778,0.00001237084],"domain_scores_gemma":[0.9999126,0.00001840223,0.00001996558,0.00000787066,0.00003396995,0.000007200365],"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":[0.0001807279,0.00006344786,0.0009367891,0.0002905449,0.00002588988,0.000103658,0.00006872864,0.009385656,0.9081202,0.0006101936,0.0004238368,0.07979047],"study_design_scores_gemma":[0.000115342,0.003201107,0.01045677,0.00007860482,0.0001279825,0.0007335441,0.0001571589,0.2908749,0.6634833,0.0007079949,0.02999743,0.000065896],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.3389249,0.001775163,0.6514318,0.0002015892,0.0001577645,0.0001113967,0.0001446939,0.001002755,0.006249863],"genre_scores_gemma":[0.95192,0.0003591518,0.04340402,0.00007547085,0.00002779984,0.00005646989,0.0001142166,0.00002534632,0.004017534],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.001360585,"threshold_uncertainty_score":0.004551649,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02277618236582236,"score_gpt":0.3357253479018114,"score_spread":0.312949165535989,"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."}}