{"id":"W4364369080","doi":"10.1002/mdc3.13747","title":"Predictors of Future Deep Brain Stimulation Surgery in de novo Parkinson's Disease","year":2023,"lang":"en","type":"article","venue":"Movement Disorders Clinical Practice","topic":"Neurological disorders and treatments","field":"Medicine","cited_by":7,"is_retracted":false,"has_abstract":true,"ca_institutions":"University Health Network; Ontario Brain Institute; Huntington Society of Canada; University of Toronto","funders":"","keywords":"Deep brain stimulation; Parkinson's disease; Logistic regression; Receiver operating characteristic; Medicine; Disease; Stage (stratigraphy); Internal medicine; Surgery","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":[0.001335752,0.0001824401,0.0004314377,0.0001642102,0.00004885445,0.00001168233,0.00008301791,0.0001464303,0.0001082817],"category_scores_gemma":[0.007759125,0.0001549882,0.0002590474,0.0006238812,0.00009149784,0.000193391,0.00006798199,0.000330078,0.00003836769],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003936335,"about_ca_system_score_gemma":0.000123384,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005851247,"about_ca_topic_score_gemma":0.00007370426,"domain_scores_codex":[0.9975572,0.0004048864,0.0007975201,0.0004385615,0.0004353581,0.0003665214],"domain_scores_gemma":[0.9947028,0.004370247,0.0002770546,0.0003304787,0.00005247231,0.0002669407],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00227343,0.003093952,0.9641109,0.00007016357,0.0001300551,0.0002718849,0.0000729119,0.0004924705,0.00000969369,0.0001133419,0.005988831,0.02337236],"study_design_scores_gemma":[0.002795912,0.0004441632,0.9709007,0.0000344174,0.000171279,3.37749e-7,0.0003084534,0.002152394,0.000002194947,0.00472396,0.0183435,0.0001227108],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9468907,0.0003588851,0.0001691516,0.05068538,0.0004086315,0.0006723467,0.00001473349,0.00009910795,0.0007010855],"genre_scores_gemma":[0.9779536,0.002407067,0.0002154404,0.01892172,0.0001434412,0.00006153304,0.0001213403,0.00002752084,0.0001483007],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.03176365,"threshold_uncertainty_score":0.9288958,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.03820788753848661,"score_gpt":0.367194211409779,"score_spread":0.3289863238712925,"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."}}