{"id":"W4417304738","doi":"10.1080/03091902.2025.2593410","title":"Experimental and computational analysis and testing of wearable hand tremor control orthoses","year":2025,"lang":"en","type":"article","venue":"Journal of Medical Engineering & Technology","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia, Okanagan Campus","funders":"Mitacs","keywords":"Wearable computer; Usability; Wearable technology; Limit (mathematics); Omnidirectional antenna; Parametric statistics; Essential tremor","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":[0.0001293576,0.00007169607,0.0003907784,0.0004447511,0.00002280011,0.000005337348,0.00004822379,0.0001187037,0.00001848942],"category_scores_gemma":[0.0006638958,0.00005160254,0.00004816625,0.000421216,0.0001441021,0.0000184425,0.00002988726,0.0002087209,9.134708e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001065338,"about_ca_system_score_gemma":0.00004555647,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000006637782,"about_ca_topic_score_gemma":3.742925e-7,"domain_scores_codex":[0.999337,0.000007677068,0.0002751329,0.00008552165,0.0002022155,0.00009251649],"domain_scores_gemma":[0.9995414,0.0001930958,0.00008195239,0.00004559115,0.0000610647,0.00007689793],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0005877945,0.001615331,0.8295752,0.0003575419,0.00586288,0.001577948,0.000110588,0.006003961,0.05238957,0.003213899,0.0001661689,0.09853914],"study_design_scores_gemma":[0.02554757,0.005417869,0.6422486,0.001222885,0.00364629,0.001349572,0.000292573,0.2939128,0.02207114,0.00337336,0.0006290195,0.0002883045],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9686816,0.004711957,0.02319074,0.003282376,0.00003242134,0.00005221209,0.000001070449,0.00001553948,0.00003210363],"genre_scores_gemma":[0.9965334,0.00005875462,0.00322682,0.0001552912,0.000009771193,0.000001648888,3.327976e-7,0.000003238724,0.00001074792],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.2879088,"threshold_uncertainty_score":0.2104291,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.007457500180624763,"score_gpt":0.2630608669983613,"score_spread":0.2556033668177365,"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."}}