{"id":"W3194737565","doi":"10.2196/28079","title":"Serious Games Are Not Serious Enough for Myoelectric Prosthetics","year":2021,"lang":"en","type":"article","venue":"JMIR Serious Games","topic":"Muscle activation and electromyography studies","field":"Engineering","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Engineering and Physical Sciences Research Council; Leverhulme Trust; National Institute for Health and Care Research","keywords":"Task (project management); Computer science; Rehabilitation; Physical medicine and rehabilitation; Human–computer interaction; Perspective (graphical); Motor learning; Transfer of training; Categorization; Virtual reality; Software; Transfer of learning; Psychology; Cognitive psychology; Artificial intelligence; Medicine; Engineering; Knowledge management; Neuroscience","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":true,"about_ca":false,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.00009832322,0.0004644005,0.0005735423,0.0002213203,0.0002522552,0.0001629195,0.0002372583,0.0002188188,0.000053218],"category_scores_gemma":[0.000083045,0.0004842745,0.0002877869,0.0008954828,0.00006515971,0.0001921961,0.00005949577,0.0003306261,0.00001466092],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001201331,"about_ca_system_score_gemma":0.00007544809,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000007790957,"about_ca_topic_score_gemma":0.00008129549,"domain_scores_codex":[0.9978664,0.00004309436,0.0004307842,0.0005008869,0.0002919995,0.0008668181],"domain_scores_gemma":[0.9988571,0.0001065913,0.000116282,0.0005126476,0.0002599696,0.0001473803],"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":[0.0002234578,0.0004793496,0.001637335,0.001418449,0.001061389,0.0001469098,0.0049224,0.001448091,0.08180237,0.0008425047,0.08825039,0.8177674],"study_design_scores_gemma":[0.002301116,0.0005452621,0.0828365,0.0001550403,0.0001250384,0.0001956654,0.001394333,0.002567936,0.1438504,0.000605198,0.7638423,0.001581163],"study_design_candidate":"not_applicable","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9787225,0.007382395,0.001166186,0.002740726,0.001422916,0.002114075,0.0001185384,0.002075869,0.004256826],"genre_scores_gemma":[0.9933269,0.001599613,0.001189066,0.0006905341,0.0003060944,0.0009768293,0.00005298965,0.0001470974,0.001710901],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8161862,"threshold_uncertainty_score":0.9997609,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.009822704908660622,"score_gpt":0.2325759843972898,"score_spread":0.2227532794886292,"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."}}