{"id":"W4386093461","doi":"10.1093/qjmed/hcad069.512","title":"Clinical Types of Movement Disorders in Patients with Multiple Sclerosis","year":2023,"lang":"en","type":"article","venue":"QJM","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Movement disorders; Medicine; Multiple sclerosis; Expanded Disability Status Scale; Depression (economics); Physical therapy; Quality of life (healthcare); Cross-sectional study; Observational study; Beck Depression Inventory; Montreal Cognitive Assessment; Cognition; Physical medicine and rehabilitation; Psychiatry; Cognitive impairment; Internal medicine; Disease; Pathology; Anxiety","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003693505,0.0002339423,0.0004386803,0.000995817,0.0004711497,0.0004897841,0.0002593439,0.0004274258,0.002346564],"category_scores_gemma":[0.001743507,0.0001677847,0.0002639918,0.001061664,0.0002617455,0.0003839922,0.0003469062,0.0004358694,0.0002665767],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002406307,"about_ca_system_score_gemma":0.0002748357,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001438986,"about_ca_topic_score_gemma":0.002281877,"domain_scores_codex":[0.9994997,0.0001034835,0.00008413997,0.0001028907,0.0001329672,0.00007679977],"domain_scores_gemma":[0.9980873,0.000264895,0.001202096,0.00003164649,0.0001291739,0.0002847516],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00007492943,0.00002939413,0.9981446,0.00002359838,0.00001949788,0.0002261929,0.00004929599,0.00001783126,0.0001322893,0.000008936491,0.00007674468,0.001196795],"study_design_scores_gemma":[0.000005793054,0.00009665196,0.9976237,0.000009382094,0.000007642843,0.002010643,0.00009781915,0.00001730937,0.00001535089,0.0000177396,0.00009599332,0.000001895402],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9968155,0.001327284,0.00004730673,0.0001133777,0.000009323414,0.000032855,0.0005559519,0.000004971207,0.001093431],"genre_scores_gemma":[0.9989091,0.000370501,0.00009331496,0.00004992918,0.00002226199,0.00002324158,0.0003716213,9.796377e-7,0.0001591181],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002346564,"threshold_uncertainty_score":0.007850051,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.07796004449997991,"score_gpt":0.344045054359236,"score_spread":0.2660850098592561,"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."}}