{"id":"W6901700577","doi":"10.60692/0cen8-tk675","title":"Movement decoding using neural synchronization and inter-hemispheric connectivity from deep brain local field potentials","year":2015,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Holland Bloorview Kids Rehabilitation Hospital; University of Toronto","funders":"","keywords":"Deep brain stimulation; Local field potential; Subthalamic nucleus; Decoding methods; Pattern recognition (psychology); Feature (linguistics); Synchronization (alternating current); Dystonia; Feature selection","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":[0.0002730718,0.0004626329,0.0001927427,0.0006371976,0.0001051588,0.0003335661,0.0001386681,0.0002297256,0.0006118702],"category_scores_gemma":[0.00157197,0.0001053823,0.0002689619,0.0004464339,0.000194298,0.0004598467,0.0003063634,0.0002560758,0.000175028],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00009860576,"about_ca_system_score_gemma":0.0002063089,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0006848915,"about_ca_topic_score_gemma":0.001756265,"domain_scores_codex":[0.9999119,0.00002595527,0.000007251748,0.00002189842,0.00002144951,0.00001152382],"domain_scores_gemma":[0.9998122,0.0001019753,0.00003786265,0.00001587738,0.000022427,0.000009626544],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"bench_or_experimental","study_design_scores_codex":[0.0003655711,0.00009763936,0.01120183,0.0001570181,0.00009243825,0.0003088206,0.0002141244,0.04705207,0.2780205,0.001543176,0.0005308245,0.6604161],"study_design_scores_gemma":[0.00005358495,0.0004899939,0.08963871,0.00003624605,0.0001103692,0.0008554643,0.0002107865,0.8107702,0.08720283,0.009078311,0.001500033,0.00005349713],"study_design_candidate":"bench_or_experimental","study_design_consensus":null,"genre_codex":"methods","genre_gemma":"empirical","genre_scores_codex":[0.4257823,0.0002620063,0.5717691,0.0001130764,0.00002075907,0.00009109706,0.0002342852,0.0003685995,0.001358742],"genre_scores_gemma":[0.907511,0.0001730315,0.0913853,0.00001485191,0.00001849863,0.00004804481,0.0002376489,0.00004446135,0.0005670612],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.0006848915,"threshold_uncertainty_score":0.002046943,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.04235360768610589,"score_gpt":0.2442589222085628,"score_spread":0.2019053145224569,"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."}}