{"id":"W3154879496","doi":"10.3390/s21082780","title":"Vibration-Sensing Electronic Yarns for the Monitoring of Hand Transmitted Vibrations","year":2021,"lang":"en","type":"article","venue":"Sensors","topic":"Ergonomics and Musculoskeletal Disorders","field":"Psychology","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Trent University; Nottingham Trent University","keywords":"Vibration; Accelerometer; Yarn; Transducer; Acoustics; Textile; Engineering; Computer science; Materials science; Mechanical engineering; Electrical engineering; Composite material; Physics","routes":{"ca_aff":false,"ca_fund":true,"ca_venue":false,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.00008499448,0.00008145309,0.0001103303,0.00003363374,0.0001779106,0.00002714134,0.00006072344,0.00005658244,0.0000723917],"category_scores_gemma":[0.00003617011,0.00006970087,0.0001310318,0.0001476163,0.00005706136,0.00003012799,0.00000650252,0.00009293705,0.000008124103],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001436016,"about_ca_system_score_gemma":0.00006625128,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007169423,"about_ca_topic_score_gemma":0.0002372476,"domain_scores_codex":[0.9993224,0.00004620173,0.0001851085,0.0001698502,0.00005491187,0.0002215797],"domain_scores_gemma":[0.9993434,0.0002661967,0.00005564097,0.0002277357,0.00008299728,0.00002403156],"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":[0.0004965075,0.0006097254,0.005389552,0.0002108956,0.002697168,0.00001941391,0.03005283,0.01453547,0.4589682,0.3384423,0.002311398,0.1462666],"study_design_scores_gemma":[0.01029556,0.0009492848,0.3632683,0.0002009042,0.001257755,0.0001073729,0.0648629,0.03653809,0.3843742,0.03001761,0.1062126,0.001915353],"study_design_candidate":"bench_or_experimental","study_design_consensus":"bench_or_experimental","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.978994,0.0007867273,0.01522256,0.00139146,0.0005820967,0.0002447399,0.00001407212,0.00002016182,0.002744255],"genre_scores_gemma":[0.9980996,0.00006433066,0.0006982763,0.00005870334,0.0001226123,0.00001261353,0.00001329472,0.00001989825,0.0009107193],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3578787,"threshold_uncertainty_score":0.2842319,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01790501835292813,"score_gpt":0.2919474810473947,"score_spread":0.2740424626944666,"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."}}