{"id":"W4366995940","doi":"10.5455/msm.2023.35.23-27","title":"Cognitive Imapirment in Multiple Sclerosis: Relation to Dysability, Duration and Type of Disease.","year":2023,"lang":"en","type":"article","venue":"PubMed","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":2,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Cognition; Multiple sclerosis; Medicine; Neurology; Montreal Cognitive Assessment; Executive functions; Disease; Executive dysfunction; Internal medicine; Physical therapy; Pediatrics; Psychiatry; Cognitive impairment; Neuropsychology","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":[0.0004863889,0.000270183,0.0003113333,0.0008384278,0.0003206955,0.0004583675,0.000216314,0.0003018294,0.001609287],"category_scores_gemma":[0.00240974,0.0001286561,0.0002992701,0.0007067908,0.0002502135,0.0002648003,0.000314515,0.0003998817,0.0002057467],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002615537,"about_ca_system_score_gemma":0.000220405,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001784899,"about_ca_topic_score_gemma":0.00264309,"domain_scores_codex":[0.9997056,0.00005927534,0.00005844927,0.00005113378,0.00008398941,0.00004151181],"domain_scores_gemma":[0.9975182,0.0004450005,0.00134462,0.00007137565,0.0002000268,0.0004207974],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.000381039,0.00008241263,0.9962397,0.00002266036,0.00007251295,0.0002520824,0.00007208711,0.0000426946,0.0002850223,0.000007969979,0.00004758623,0.002494252],"study_design_scores_gemma":[0.000006270837,0.0001769768,0.99891,0.000004307595,0.00002111356,0.0006493521,0.00004389533,0.0000610478,0.00003396662,0.00001326585,0.00007795217,0.00000179534],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.998565,0.0007904373,0.00002661673,0.00003109132,0.000005041287,0.00000460175,0.00009963161,0.000002584287,0.0004749282],"genre_scores_gemma":[0.9995275,0.0001467559,0.00003150373,0.00001202934,0.00001415937,0.000003391695,0.0001418476,0.000001020999,0.0001217748],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.001784899,"threshold_uncertainty_score":0.005383611,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1749186463588369,"score_gpt":0.3317253069067696,"score_spread":0.1568066605479327,"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."}}