{"id":"W7132859420","doi":"","title":"Closed-loop Control of Peripheral Nerve Stimulation using Resource-efficient Neural Networks","year":2022,"lang":"","type":"dissertation","venue":"TSpace","topic":"Neuroscience and Neural Engineering","field":"Neuroscience","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Rehabilitation Institute","funders":"","keywords":"Stimulation; Artificial neural network; Neurophysiology; Sciatic nerve; Neural Prosthesis; Functional electrical stimulation; Peripheral nerve; Peripheral nervous system; Nerve stimulation","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":["metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.0005306926,0.0009235165,0.001052396,0.000543649,0.001078989,0.0002160106,0.001057489,0.0003359127,0.0007104308],"category_scores_gemma":[0.0005148354,0.001025583,0.0005535233,0.002164187,0.00029269,0.0002843185,0.0002113211,0.001605874,0.000003503921],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003179779,"about_ca_system_score_gemma":0.000188108,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002247599,"about_ca_topic_score_gemma":0.00000604354,"domain_scores_codex":[0.9935564,0.0006453275,0.001223815,0.001641928,0.001658981,0.001273545],"domain_scores_gemma":[0.9968604,0.0006115587,0.001228454,0.0008650593,0.0001069749,0.0003275204],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"simulation_or_modeling","study_design_gemma":"simulation_or_modeling","study_design_scores_codex":[0.0004199386,0.0001320011,0.00009034257,0.00008149149,0.000007958623,0.00008142908,0.001767183,0.6278616,0.3687271,0.0000761868,0.00001073683,0.0007439951],"study_design_scores_gemma":[0.001341981,0.0006150748,0.0008257338,0.0001160228,0.0001774078,0.00005126672,0.001952549,0.9540775,0.03971624,0.000001941069,0.0003341949,0.0007900639],"study_design_candidate":"simulation_or_modeling","study_design_consensus":"simulation_or_modeling","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9867837,0.0006388504,0.006334221,0.00008698089,0.00422405,0.001400479,0.00003099998,0.0001399986,0.0003607331],"genre_scores_gemma":[0.995841,0.00003986473,0.00003851143,0.0002957932,0.0002942943,0.00004444008,0.00005716128,0.0001686213,0.003220336],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.3290109,"threshold_uncertainty_score":0.9992195,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03160297469563509,"score_gpt":0.3258216537012658,"score_spread":0.2942186790056306,"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."}}