{"id":"W2980967249","doi":"10.3390/s19204557","title":"A Review of Force Myography Research and Development","year":2019,"lang":"en","type":"review","venue":"Sensors","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":162,"is_retracted":false,"has_abstract":true,"ca_institutions":"Simon Fraser University","funders":"Natural Sciences and Engineering Research Council of Canada; Canadian Institutes of Health Research","keywords":"Computer science; Electrical impedance myography; Human–computer interaction; Mechatronics; Data science; Artificial intelligence; Medicine","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":[0.000339151,0.000210282,0.0009809275,0.0004614892,0.00004363371,0.000008007768,0.0001109741,0.00009774722,0.00001626006],"category_scores_gemma":[0.00003111553,0.0001715513,0.0001500245,0.0007773254,0.00005748849,0.0000199217,0.00004101147,0.0002993521,0.000008511089],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002961585,"about_ca_system_score_gemma":0.00004330348,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00000127034,"about_ca_topic_score_gemma":9.131755e-7,"domain_scores_codex":[0.9988911,0.00006129187,0.0003992197,0.00018671,0.0002063193,0.0002553829],"domain_scores_gemma":[0.9993905,0.0001733752,0.000063484,0.0002325583,0.00009697067,0.00004315373],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[2.251272e-7,0.000003916523,0.000001005732,0.2728277,0.0001803369,3.001677e-7,0.00003206184,2.794316e-7,1.905347e-7,0.00003276788,0.002514682,0.7244065],"study_design_scores_gemma":[0.00002904754,0.00001678677,0.000009589817,0.08354799,0.00005103525,0.000003265132,0.00001207179,0.000001106263,0.000003821451,0.000008060501,0.9161715,0.0001457455],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00001059289,0.9954186,0.00000378865,0.00000665822,0.00006635405,0.0005938268,0.000005024519,0.00005393185,0.003841217],"genre_scores_gemma":[0.000004108167,0.9994384,0.0001938761,0.00001337049,0.00002072254,0.00005875018,0.00001840412,0.000036322,0.0002160451],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9136568,"threshold_uncertainty_score":0.6995661,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1245942958649048,"score_gpt":0.3611297637010407,"score_spread":0.2365354678361359,"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."}}