{"id":"W4413780943","doi":"10.1038/s41531-025-01128-3","title":"Predicting cognition after subthalamic Deep Brain Stimulation in Parkinson’s Disease","year":2025,"lang":"en","type":"article","venue":"npj Parkinson s Disease","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":6,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"Berlin Institute of Health; Lundbeckfonden; H. Lundbeck A/S; Einstein Stiftung Berlin; Deutsche Forschungsgemeinschaft; European Commission","keywords":"Deep brain stimulation; Parkinson's disease; Neuroscience; Cognition; Disease; Subthalamic nucleus; Medicine; Physical medicine and rehabilitation; Psychology; Internal medicine","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001663626,0.0006548458,0.0004269874,0.0005296635,0.0001987017,0.0007330362,0.0002093826,0.0003453189,0.0005062703],"category_scores_gemma":[0.004369162,0.0001233755,0.0008077591,0.0002815279,0.0002481205,0.0003555611,0.0005618484,0.0005506119,0.0001225774],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0003581859,"about_ca_system_score_gemma":0.0004129292,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.004741724,"about_ca_topic_score_gemma":0.00854663,"domain_scores_codex":[0.9996746,0.0001419124,0.0000357383,0.00006097602,0.00005308091,0.00003376075],"domain_scores_gemma":[0.9986456,0.0006733516,0.0003496684,0.00007749383,0.0001425055,0.0001114014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0007358823,0.0001571709,0.9725351,0.00003687224,0.0003983451,0.00007110143,0.0000929333,0.006550434,0.0004424966,0.00005592398,0.0001672583,0.01875643],"study_design_scores_gemma":[0.00003013471,0.0005799073,0.949684,0.00002875927,0.0002174885,0.0001194221,0.0001068749,0.04784036,0.000611453,0.0005724148,0.0001884941,0.00002077692],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998576,0.0002192565,0.0008256448,0.0000547485,0.000008697362,0.000005689581,0.0001259754,0.000008983592,0.0001749377],"genre_scores_gemma":[0.9994148,0.0000621902,0.0002579242,0.0000105565,0.000004657993,0.000002876523,0.0001655024,0.000001186837,0.00008031495],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.004741724,"threshold_uncertainty_score":0.009428263,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.01304639038788007,"score_gpt":0.27517372703271,"score_spread":0.2621273366448299,"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."}}