{"id":"W2036661534","doi":"10.1177/1045389x11400343","title":"Development of Adaptive Helicopter Seat for Aircrew Vibration Reduction","year":2011,"lang":"en","type":"article","venue":"Journal of Intelligent Material Systems and Structures","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":28,"is_retracted":false,"has_abstract":true,"ca_institutions":"National Research Council Canada","funders":"","keywords":"Aircrew; Vibration; Engineering; Aeronautics; Automotive engineering; Acoustics; Physics","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":[0.0003373292,0.0000986355,0.0003296822,0.0001262381,0.00005012561,0.00002024263,0.00003804197,0.00007804677,0.000066102],"category_scores_gemma":[0.00003329931,0.00006735986,0.00005254012,0.00003328388,0.00002674017,0.0001162468,0.000009444389,0.00005492363,5.348479e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005496847,"about_ca_system_score_gemma":0.0001231725,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000334998,"about_ca_topic_score_gemma":0.000002239379,"domain_scores_codex":[0.998868,0.00004360583,0.0007188688,0.00008574067,0.0001888924,0.00009489542],"domain_scores_gemma":[0.998964,0.00001663021,0.000522382,0.00006748668,0.0003353285,0.00009415128],"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":[0.009992087,0.000158262,0.0007585547,0.002735389,0.0005091589,0.00001037905,0.01240552,0.00006215097,0.9378258,0.01080615,0.000923017,0.02381355],"study_design_scores_gemma":[0.0006304297,0.001848961,0.007271353,0.0005024322,0.00006941043,0.000441011,0.001531167,0.00009343647,0.9858891,0.0003945481,0.001232247,0.00009585251],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.976997,0.0002957884,0.02037317,0.00003703804,0.001664649,0.0005279715,0.000007724374,0.000006332149,0.00009029437],"genre_scores_gemma":[0.972042,0.00004634619,0.02734278,0.00001869005,0.0005066132,0.000006517696,0.000005332665,0.00001037202,0.00002141269],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.04806336,"threshold_uncertainty_score":0.2746855,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05815149695815724,"score_gpt":0.3062037706766435,"score_spread":0.2480522737184863,"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."}}