{"id":"W4311772370","doi":"10.1016/s2589-7500(22)00229-1","title":"Implementing automation in deep brain stimulation: has the time come?","year":2022,"lang":"en","type":"letter","venue":"The Lancet Digital Health","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Toronto Western Hospital; Université de Montréal; Polytechnique Montréal","funders":"Fonds de Recherche du Québec - Santé; Temerty Faculty of Medicine, University of Toronto; University Health Network Foundation","keywords":"Deep brain stimulation; Automation; Stimulation; Neuroscience; Computer science; Brain stimulation; Psychology; Medicine; Engineering; Internal medicine","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":[0.0004367461,0.0001886585,0.0004751441,0.00005525683,0.0003675091,0.0001169669,0.0002120594,0.00008324198,0.0006141288],"category_scores_gemma":[0.00007806001,0.0001004912,0.0000885712,0.0002221766,0.00006253993,0.00007246193,0.0001503312,0.001010329,0.00009101113],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001249554,"about_ca_system_score_gemma":0.0001108252,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007525017,"about_ca_topic_score_gemma":0.0000304757,"domain_scores_codex":[0.99822,0.0001916479,0.0003587988,0.0002589773,0.0003807199,0.0005898699],"domain_scores_gemma":[0.9987212,0.0005935123,0.0002144181,0.0004220868,0.00001342334,0.0000353215],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.00007938007,0.00007743648,0.006475819,0.0001247316,0.00004093284,0.0001219633,0.0002664676,0.00002880466,1.757751e-7,0.00004939655,0.9735407,0.01919414],"study_design_scores_gemma":[0.001851244,0.0006504008,0.03619829,0.00005429645,0.00002273204,0.00003116483,0.00004295713,0.001977551,1.37922e-7,0.005446045,0.9535959,0.0001293197],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"commentary","genre_scores_codex":[0.009877438,0.0003136348,0.00001631986,0.9821337,0.00008154331,0.001103243,0.0001460873,0.00009638932,0.006231584],"genre_scores_gemma":[0.09719819,0.00002275367,0.00001649161,0.8978519,0.000790943,0.00008426255,0.002136639,0.00003107002,0.001867728],"genre_candidate":"commentary","genre_consensus":"commentary","teacher_disagreement_score":0.08732075,"threshold_uncertainty_score":0.672428,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05740945149450099,"score_gpt":0.3357067326442634,"score_spread":0.2782972811497624,"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."}}