{"id":"W4392372491","doi":"10.1177/09544070241233340","title":"Coupled occupant-suspension-seat system analysis and vehicle-specific design optimization","year":2024,"lang":"en","type":"article","venue":"Proceedings of the Institution of Mechanical Engineers Part D Journal of Automobile Engineering","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":1,"is_retracted":false,"has_abstract":true,"ca_institutions":"McGill University; Concordia University","funders":"Natural Sciences and Engineering Research Council of Canada","keywords":"Suspension (topology); Automotive engineering; Computer science; Engineering; Mathematics","routes":{"ca_aff":true,"ca_fund":true,"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":[0.001302945,0.0001992408,0.0006642481,0.0006686194,0.00005202768,0.0000381294,0.0001677139,0.0001476696,0.0000162619],"category_scores_gemma":[0.0004618115,0.0001454408,0.0002964749,0.001254725,0.00005617334,0.000355587,0.00004695361,0.000402299,8.457203e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001886726,"about_ca_system_score_gemma":0.0001524145,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000002449318,"about_ca_topic_score_gemma":6.155557e-8,"domain_scores_codex":[0.9980534,0.00001415388,0.0009490459,0.0001947804,0.0005934073,0.0001951859],"domain_scores_gemma":[0.9985741,0.0002197569,0.0003507935,0.0001185269,0.0005481069,0.0001886988],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0001612155,0.00005811524,0.00006860559,0.001655293,0.0005939156,0.00001196616,0.0001052044,0.8586847,0.1246724,0.01356395,0.0001370819,0.0002875209],"study_design_scores_gemma":[0.0006089468,0.0003741683,0.0001777936,0.002119737,0.0007214018,0.0002148782,0.00009974126,0.9003798,0.09507418,0.000007252188,0.0001151144,0.000106962],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.2397697,0.001851071,0.7563199,0.0003194464,0.0009787508,0.0005851874,0.000005637567,0.0001405823,0.00002974862],"genre_scores_gemma":[0.96821,0.0003798597,0.03119653,0.000009896658,0.0001600752,0.000008329262,0.000001545554,0.00002476333,0.000008935131],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.7284404,"threshold_uncertainty_score":0.5930905,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01386578573732498,"score_gpt":0.2425860366572186,"score_spread":0.2287202509198936,"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."}}