{"id":"W6957838466","doi":"10.60692/v3bys-48q83","title":"Predictors of short-term anxiety outcome in subthalamic stimulation for Parkinson's disease","year":2024,"lang":"en","type":"article","venue":"Greater South Information System","topic":"Machine Learning in Materials Science","field":"Materials Science","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Sunnybrook Health Science Centre; McGill University Health Centre; University of Calgary","funders":"","keywords":"Anxiety; Rating scale; Depression (economics); Hospital Anxiety and Depression Scale; Cohort; Cohort study; Anxiety disorder; Severity of illness; Subthalamic nucleus","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":[0.001350191,0.0001793497,0.0002676222,0.0003356587,0.00007047585,0.0003059015,0.0002782627,0.00007672297,0.00006097456],"category_scores_gemma":[0.00009171749,0.0001459907,0.00008410254,0.0002658089,0.00005604207,0.001130637,0.00006731243,0.00006638352,0.0001689126],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000142252,"about_ca_system_score_gemma":0.00006567343,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000008465401,"about_ca_topic_score_gemma":3.03595e-7,"domain_scores_codex":[0.9980307,0.00009529433,0.0009424525,0.0002566949,0.0003963153,0.0002785412],"domain_scores_gemma":[0.9992604,0.00003018716,0.0001940599,0.0003278047,0.00009681014,0.00009069392],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0000734381,0.000002023946,0.9784548,0.001911646,0.000003972038,0.000001708374,0.008695009,0.009488692,0.001036759,0.0002306427,0.00001790984,0.00008339895],"study_design_scores_gemma":[0.0003564236,0.00003642515,0.820744,0.0003758698,0.00002720881,0.000006794499,0.0004599098,0.1747249,0.002782708,0.000004714786,0.00027674,0.0002042727],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9676531,0.000006900514,0.02910373,0.00002674982,0.001704705,0.0007074086,0.0003632911,0.0002808936,0.0001532114],"genre_scores_gemma":[0.998862,1.554859e-7,0.0007992569,0.00001621838,0.00009134648,0.0001330795,0.00004085828,0.00001379681,0.00004329122],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1652362,"threshold_uncertainty_score":0.5953327,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02777424955858969,"score_gpt":0.2617048407790617,"score_spread":0.233930591220472,"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."}}