{"id":"W4392018844","doi":"10.3389/fnhum.2024.1320806","title":"Proceedings of the 11th Annual Deep Brain Stimulation Think Tank: pushing the forefront of neuromodulation with functional network mapping, biomarkers for adaptive DBS, bioethical dilemmas, AI-guided neuromodulation, and translational advancements","year":2024,"lang":"en","type":"article","venue":"Frontiers in Human Neuroscience","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":30,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; Toronto Western Hospital; University of Toronto; University Health Network","funders":"Janssen Pharmaceuticals; National Institute of Neurological Disorders and Stroke; National Institute of Nursing Research; National Institute of Mental Health; Central Research Institute, Fukuoka University; Japan Society for the Promotion of Science; National Center for Advancing Translational Sciences; Medical Research Council; Intellectual and Developmental Disabilities Research Center; Idorsia Pharmaceuticals; Fukuoka University; Parkinson Alliance; Bundesministerium für Bildung und Forschung; Japan Agency for Medical Research and Development; Deutsche Forschungsgemeinschaft; University of Florida Foundation; Association France Parkinson; University of Florida; European Commission; Wellcome Trust; Hope Center for Neurological Disorders; Vanderbilt University; EU Joint Programme – Neurodegenerative Disease Research; Eisai; National Institute of Biomedical Imaging and Bioengineering; Ipsen; Jazz Pharmaceuticals; Boston Scientific Corporation; Harmony Biosciences; Defense Advanced Research Projects Agency; Bachmann-Strauss Dystonia and Parkinson Foundation; Parkinson's Foundation; Neurocrine Biosciences; National Institutes of Health; Hope for Depression Research Foundation; Sunovion; Abbott Laboratories","keywords":"Neuromodulation; Deep brain stimulation; Neuroscience; Neuroethics; Psychology; Medicine; Parkinson's disease; Disease; 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":[],"consensus_categories":[],"category_scores_codex":[0.0003409161,0.0001795926,0.00022543,0.0001335368,0.0002889313,0.0000398141,0.0001394122,0.00006900106,0.000003337501],"category_scores_gemma":[0.0001431004,0.0001070839,0.00007914173,0.0006479173,0.0005403897,0.0003617173,0.0000435224,0.0002306654,2.727273e-8],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002650893,"about_ca_system_score_gemma":0.00005421646,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008724559,"about_ca_topic_score_gemma":0.000009957941,"domain_scores_codex":[0.9982907,0.00005507228,0.0004019146,0.000500924,0.0005132026,0.0002381482],"domain_scores_gemma":[0.9993718,0.0001423093,0.0001762894,0.0001232413,0.0001359616,0.00005039807],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001434797,0.000392215,0.8869416,0.0003022675,0.0001000875,0.0000107003,0.002115296,0.07224754,0.01164155,0.01495951,0.004518812,0.005335661],"study_design_scores_gemma":[0.001055833,0.0006349108,0.7248895,0.000115998,0.00005585621,0.000009181051,0.0000867572,0.2575691,0.00009478276,0.01518347,0.0002187936,0.00008584042],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8679013,0.0002482529,0.1250446,0.004338112,0.0005539205,0.001776714,0.00004495399,0.00003499629,0.00005721119],"genre_scores_gemma":[0.9967593,0.00001078643,0.002308669,0.0007491594,0.00004799158,0.00004597142,0.000017722,0.00001831557,0.00004207047],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1853216,"threshold_uncertainty_score":0.4366754,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03283818733924638,"score_gpt":0.2789622141856578,"score_spread":0.2461240268464114,"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."}}