{"id":"W2163648427","doi":"10.3389/fnbot.2014.00022","title":"Proceedings of the first workshop on Peripheral Machine Interfaces: going beyond traditional surface electromyography","year":2014,"lang":"en","type":"review","venue":"Frontiers in Neurorobotics","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":214,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Alberta; University of New Brunswick","funders":"","keywords":"Robotics; Computer science; Rehabilitation robotics; Interface (matter); Human–computer interaction; Artificial intelligence; State (computer science); Human–machine system; Robot; Rehabilitation; Neuroscience; Psychology","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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001533983,0.0009628797,0.001338552,0.002913516,0.0003391414,0.001737599,0.0009283521,0.001420215,0.01183707],"category_scores_gemma":[0.001788289,0.000336214,0.0008312996,0.002410241,0.0006529232,0.001756023,0.001212439,0.002032796,0.00605501],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007668585,"about_ca_system_score_gemma":0.00212163,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0008660379,"about_ca_topic_score_gemma":0.001839213,"domain_scores_codex":[0.9993722,0.0001365464,0.0001096,0.00009523741,0.0002303114,0.00005621339],"domain_scores_gemma":[0.9988976,0.0003781736,0.0001188507,0.00004110914,0.0004381129,0.0001262703],"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":[0.0002092651,0.000165735,0.0002764689,0.01820796,0.0001641944,0.0004237268,0.0002184608,0.0002418697,0.006060903,0.004337071,0.09273738,0.8769569],"study_design_scores_gemma":[0.00001572586,0.0001514608,0.001032981,0.00460843,0.0001259961,0.0009644598,0.00007823225,0.00005870226,0.001747412,0.0013929,0.9898053,0.00001838444],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0007264052,0.9818122,0.001376658,0.002060113,0.006010162,0.0000548041,0.0001243273,0.00003053652,0.007804826],"genre_scores_gemma":[0.005232454,0.9725754,0.002207707,0.001438681,0.003845911,0.00007931972,0.0003049624,0.00002245609,0.01429308],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.01183707,"threshold_uncertainty_score":0.03959894,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01991682206903432,"score_gpt":0.2266971867761127,"score_spread":0.2067803647070784,"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."}}