{"id":"W4385584224","doi":"10.1002/mdc3.13856","title":"Utility of Neurophysiological Evaluation in Movement Disorders Clinical Practice","year":2023,"lang":"en","type":"article","venue":"Movement Disorders Clinical Practice","topic":"Neurological and metabolic disorders","field":"Medicine","cited_by":12,"is_retracted":false,"has_abstract":true,"ca_institutions":"Ontario Brain Institute; Toronto Western Hospital; University of Toronto","funders":"","keywords":"Movement disorders; Myoclonus; Essential tremor; Medical diagnosis; Medicine; Referral; Physical medicine and rehabilitation; Neurophysiology; Psychology; Physical therapy; Psychiatry; Pathology; Disease","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.01343299,0.0004801399,0.001321877,0.0002393505,0.0001224679,0.00003172921,0.0004306021,0.0004602758,0.0007146058],"category_scores_gemma":[0.07724612,0.0003929603,0.0007326097,0.00152531,0.0006804765,0.0006007621,0.000469829,0.001661066,0.0002928598],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003353196,"about_ca_system_score_gemma":0.0003460361,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003165071,"about_ca_topic_score_gemma":0.0001243869,"domain_scores_codex":[0.9883243,0.003900688,0.003477121,0.001507241,0.001931167,0.000859526],"domain_scores_gemma":[0.9864566,0.01030801,0.001190158,0.001111866,0.0005103791,0.000423014],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.01166942,0.03277833,0.2478771,0.0002066304,0.0006424033,0.0001161307,0.0002258595,0.000491199,0.0003812939,0.003520634,0.02397078,0.6781203],"study_design_scores_gemma":[0.008308736,0.003591476,0.7864788,0.00004219636,0.0006805913,9.492263e-7,0.001521453,0.007255255,0.00001381307,0.02808688,0.1636425,0.0003774175],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.8505098,0.0006476624,0.0003563325,0.08305078,0.002056543,0.004100182,0.00002390962,0.0002950005,0.05895985],"genre_scores_gemma":[0.9145961,0.0147826,0.001835951,0.06774513,0.0002553509,0.0002278854,0.00011406,0.00005986815,0.0003830133],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.6777428,"threshold_uncertainty_score":0.9998522,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1228057817312278,"score_gpt":0.4715403898231963,"score_spread":0.3487346080919685,"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."}}