{"id":"W4400270136","doi":"10.1016/j.nbd.2024.106589","title":"Subthalamic nucleus local field potential stability in patients with Parkinson's disease","year":2024,"lang":"en","type":"article","venue":"Neurobiology of Disease","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":9,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; Toronto Western Hospital; University of Toronto; University Health Network","funders":"Sapheon; Medtronic","keywords":"Subthalamic nucleus; Parkinson's disease; Local field potential; Neuroscience; Deep brain stimulation; Disease; Stability (learning theory); Medicine; Psychology; Computer science; Pathology; Machine learning","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":[0.0002147229,0.0002495305,0.0002679512,0.0004673374,0.0002451354,0.0002928704,0.0001116916,0.0002677053,0.0007467922],"category_scores_gemma":[0.001246456,0.0000690732,0.0001347387,0.0002989558,0.0002058713,0.0002271796,0.0001910788,0.0001912914,0.0001131407],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002125302,"about_ca_system_score_gemma":0.000120274,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001575487,"about_ca_topic_score_gemma":0.00375655,"domain_scores_codex":[0.9998921,0.00002091126,0.00001972973,0.00002712202,0.00002486129,0.0000151387],"domain_scores_gemma":[0.9994796,0.0001287007,0.0002425445,0.0000142811,0.00005687231,0.00007803196],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0006323447,0.0000314988,0.9888698,0.00002515681,0.0000296345,0.0009774884,0.0002192709,0.0000788055,0.002219989,0.00001038597,0.00008922334,0.006816384],"study_design_scores_gemma":[0.00001059586,0.0001999984,0.9975229,0.000004110986,0.00001406461,0.001828377,0.0001059117,0.0001094384,0.0001240184,0.00001949016,0.00005851865,0.000002608329],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9995093,0.0001914417,0.00003765726,0.00001584515,0.000001506078,0.000002820776,0.00005016127,0.000001808509,0.0001893067],"genre_scores_gemma":[0.9998021,0.00005520925,0.00002663209,0.000009332433,0.000003189976,0.000002133317,0.00006448757,3.860336e-7,0.00003648315],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001575487,"threshold_uncertainty_score":0.003132582,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.006564934407133013,"score_gpt":0.2192484369376594,"score_spread":0.2126835025305264,"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."}}