{"id":"W2176683802","doi":"10.3390/safety1010071","title":"Predicting Whole Body Vibration Exposure from Occupational Quad Bike Use in Farmers","year":2015,"lang":"en","type":"article","venue":"Safety","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Saskatchewan","funders":"","keywords":"Whole body vibration; Axle; Engineering; Suspension (topology); Vibration; Environmental health; Statistics; Structural engineering; Medicine; 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":[],"consensus_categories":[],"category_scores_codex":[0.0004738463,0.0001226517,0.0002115997,0.0001321405,0.00005794219,0.00002650791,0.00005530802,0.0001243412,0.0000856297],"category_scores_gemma":[0.0008680739,0.0001171644,0.0000396994,0.0002281635,0.00003063028,0.0004772034,0.0000261443,0.0002308191,0.0001032999],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002276554,"about_ca_system_score_gemma":0.000472783,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001517957,"about_ca_topic_score_gemma":0.0006843423,"domain_scores_codex":[0.9985455,0.0001544943,0.0004118334,0.0002661362,0.0004195249,0.0002024575],"domain_scores_gemma":[0.9989974,0.0002711845,0.0001196782,0.000251099,0.0001351897,0.0002254801],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000852695,0.0001161672,0.9910535,0.00002293197,0.00001662403,0.00001355208,0.0006596808,0.0004743728,0.003735571,0.0001807588,0.001237089,0.001637078],"study_design_scores_gemma":[0.002903795,0.0003092217,0.9836842,0.0001183903,0.00001655377,0.000004432117,0.0004249141,0.009055436,0.0006438204,0.0001106436,0.002621611,0.0001069855],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9909757,0.0001076199,0.004017173,0.002748579,0.0003709097,0.0005594468,0.00009992765,0.0001192168,0.001001446],"genre_scores_gemma":[0.9925113,0.00001098661,0.004757026,0.001290883,0.0003555396,0.00002002634,0.0008831191,0.00002107907,0.000150012],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.008581063,"threshold_uncertainty_score":0.4777827,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04794127020005076,"score_gpt":0.3264603591346929,"score_spread":0.2785190889346422,"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."}}