{"id":"W3165493281","doi":"","title":"An Investigation of HDEMG Spatial Parameters in Individuals with Transtibial Amputation","year":2021,"lang":"en","type":"article","venue":"CMBES Proceedings","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of New Brunswick","funders":"","keywords":"Electromyography; Amputation; Physical medicine and rehabilitation; Medicine; Physical therapy; Computer science; Surgery","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":[0.00007236334,0.00008982139,0.000129837,0.00013513,0.00002526841,0.00002530372,0.00004362302,0.00004547573,0.000004115092],"category_scores_gemma":[0.00001534597,0.00008977706,0.00001970637,0.0004694965,0.00004573985,0.0002909889,0.000003298617,0.00008437034,1.958558e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001891058,"about_ca_system_score_gemma":0.00001648344,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000293444,"about_ca_topic_score_gemma":0.00006331409,"domain_scores_codex":[0.99944,0.000005297738,0.0001666964,0.0001288279,0.0001343783,0.0001248699],"domain_scores_gemma":[0.9997859,0.00001612621,0.00003434199,0.00003481567,0.00009351275,0.00003532375],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00003147553,0.00006522118,0.7376643,0.000383733,0.0001364117,0.000002780168,0.01870415,0.005443157,0.1931669,0.0009631657,0.0001956864,0.04324302],"study_design_scores_gemma":[0.0006229188,0.0001419577,0.6955139,0.00009047681,0.00002162701,0.000005017389,0.001174703,0.003994445,0.29755,0.0006505293,0.00005522334,0.0001792021],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9979644,0.00004078917,0.001287777,0.00005862782,0.00003292596,0.00009850267,0.000002505131,0.0000835461,0.000430903],"genre_scores_gemma":[0.9967741,0.0000239834,0.00309834,0.00002975061,0.00002178739,0.00001958462,0.0000174919,0.00001327671,0.000001713826],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.104383,"threshold_uncertainty_score":0.3661002,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01034998063296643,"score_gpt":0.2095739230854753,"score_spread":0.1992239424525089,"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."}}