{"id":"W1614127079","doi":"","title":"Mitigation of hand-arm vibration in workers on a pneumatic nail gun assembly line","year":2011,"lang":"en","type":"article","venue":"Canadian acoustics","topic":"Effects of Vibration on Health","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Fixture; Wrench; Engineering; Vibration; Structural engineering; Acceleration; Automotive engineering; Acoustics; Mechanical engineering; Physics","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002622266,0.0002646758,0.000221813,0.0002313518,0.0008376078,0.0002341539,0.0002230364,0.0004893941,0.002766931],"category_scores_gemma":[0.0009482048,0.0001877724,0.0001558117,0.0001040774,0.0002710657,0.00008243424,0.0002732672,0.0002512476,0.0002912415],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003617225,"about_ca_system_score_gemma":0.000529033,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0248068,"about_ca_topic_score_gemma":0.02757024,"domain_scores_codex":[0.9997252,0.00006213421,0.000008539882,0.00003632017,0.0000781066,0.00008973124],"domain_scores_gemma":[0.9996612,0.00007085644,0.00005342182,0.00001456166,0.00009244824,0.0001074781],"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":[0.008138234,0.0040212,0.3696731,0.000453988,0.0000887908,0.004022036,0.01098737,0.0004858952,0.5076741,0.0000733457,0.002287343,0.09209455],"study_design_scores_gemma":[0.00008087906,0.01227115,0.9634387,0.00004829711,0.00003542042,0.001145796,0.007216279,0.0002933602,0.01338101,0.00006982271,0.001991335,0.00002800543],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986781,0.0001240551,0.0002617029,0.00008689143,0.00001398748,0.00002562067,0.00002075945,0.00000901326,0.0007797445],"genre_scores_gemma":[0.9983081,0.00007243151,0.0002858276,0.0000571731,0.00001292473,0.00001048219,0.00002468135,0.000002206829,0.001226144],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0248068,"threshold_uncertainty_score":0.04932481,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03278766535374458,"score_gpt":0.2820603015275684,"score_spread":0.2492726361738238,"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."}}