{"id":"W4310081569","doi":"10.1002/mds.29276","title":"Long‐Term Recording of Subthalamic Aperiodic Activities and Beta Bursts in Parkinson's Disease","year":2022,"lang":"en","type":"article","venue":"Movement Disorders","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":50,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; University of Toronto; York University; University Health Network","funders":"Deutsche Forschungsgemeinschaft; Canadian Institutes of Health Research; Medtronic","keywords":"Aperiodic graph; Dopaminergic; Parkinson's disease; Deep brain stimulation; Subthalamic nucleus; Local field potential; Neuroscience; Levodopa; Medicine; Psychology; Dopamine; Internal medicine; Mathematics; Disease","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":[0.00007485962,0.0001468946,0.0002523986,0.0001370689,0.0001033431,0.000009695766,0.00006470619,0.00001984527,0.0003215239],"category_scores_gemma":[0.0000122274,0.0001357505,0.00007573904,0.0001604394,0.00008824805,0.00005600188,0.0001304729,0.000133384,8.140705e-7],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006223051,"about_ca_system_score_gemma":0.00002967906,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000165723,"about_ca_topic_score_gemma":0.0001028307,"domain_scores_codex":[0.9989891,0.00005711475,0.0001866948,0.0002968701,0.0002354527,0.0002347788],"domain_scores_gemma":[0.9996177,0.00003917533,0.00007065706,0.0001784824,0.000005191418,0.00008878537],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0004233088,0.0008808089,0.9848593,0.0000893612,0.00004626254,0.00007965662,0.0001628938,0.00002194203,0.0003446924,0.0001011265,0.0001548504,0.01283574],"study_design_scores_gemma":[0.002603326,0.000603575,0.989011,0.00002513394,0.00005975405,2.030832e-7,0.000391264,0.0000746202,0.00005409523,0.006833724,0.0002242274,0.0001191023],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9940537,0.001357066,0.000008132166,0.003418283,0.00007556443,0.0005203165,0.00003066436,0.00002248494,0.0005138015],"genre_scores_gemma":[0.9964571,0.000633676,0.00001112267,0.002450107,0.000005766368,0.000164292,0.00003942643,0.00001687917,0.000221614],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01271664,"threshold_uncertainty_score":0.5535743,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01197308274534028,"score_gpt":0.2420500433385216,"score_spread":0.2300769605931813,"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."}}