{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0004844571,0.0002083379,0.000285017,0.0003220912,0.0002281077,0.0005622853,0.0002138716,0.0002865848,0.00168114],"category_scores_gemma":[0.002438775,0.00009719202,0.000407066,0.0003183563,0.0001413293,0.0002433549,0.0003141458,0.0005420618,0.0002129078],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000166859,"about_ca_system_score_gemma":0.0002530343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001788621,"about_ca_topic_score_gemma":0.003003879,"domain_scores_codex":[0.9997913,0.00004282622,0.00003612512,0.00006502254,0.00003949583,0.00002523159],"domain_scores_gemma":[0.9980296,0.0007081511,0.0007453242,0.00006628721,0.0002074735,0.0002430782],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001164499,0.00001489581,0.9973307,0.00001027624,0.00003533886,0.00008527236,0.00001299934,0.0001971653,0.0001574636,0.00001483941,0.000110354,0.001914396],"study_design_scores_gemma":[0.000006526139,0.00006592632,0.9966415,0.0000123933,0.00003663433,0.0005209328,0.00005909648,0.002206363,0.0001626142,0.00008336046,0.0002006304,0.00000406026],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986709,0.0003479572,0.0002235666,0.00006858993,0.000007499801,0.000002838788,0.000472809,0.000004462745,0.0002014446],"genre_scores_gemma":[0.9990079,0.0001003099,0.0001259434,0.00001064592,0.000008342863,0.000002538913,0.0006424788,0.000001256028,0.0001006121],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001788621,"threshold_uncertainty_score":0.005623996,"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."}}