{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0002924419,0.00008222404,0.0002679298,0.0001335001,0.00002593964,0.000003245332,0.00006791407,0.00003838945,0.00004929246],"category_scores_gemma":[0.0006124937,0.00005841961,0.00005400191,0.0004079863,0.0001245844,0.00003152606,0.0000940813,0.0001237873,0.0000574352],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00003066505,"about_ca_system_score_gemma":0.00002965454,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001841767,"about_ca_topic_score_gemma":0.0005217123,"domain_scores_codex":[0.9988517,0.00004403754,0.0002797186,0.0001936858,0.0003984448,0.0002324232],"domain_scores_gemma":[0.9993533,0.0002226208,0.00004950362,0.0002168637,0.00008491842,0.00007277558],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0003215109,0.0004154232,0.9704233,0.00005415888,0.00006557189,5.277758e-7,0.0001365023,0.00002988141,0.0001514148,0.000004682778,0.001717686,0.02667932],"study_design_scores_gemma":[0.004644867,0.0005377275,0.993515,0.0001597385,0.00001051294,4.04253e-9,0.0001143666,0.0004024131,0.000145021,0.00001477697,0.000397829,0.00005781651],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9981125,0.00002960156,0.000005643172,0.0004868676,0.00005482373,0.0005217103,0.0000173555,0.00003628624,0.0007352178],"genre_scores_gemma":[0.9989799,0.0003493244,0.0002978878,0.00008512918,0.00002347158,0.00004075999,0.00002425699,0.00001447042,0.0001847526],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0266215,"threshold_uncertainty_score":0.2382282,"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."}}