{"id":"W3127816967","doi":"10.12968/bjnn.2021.17.sup1.s16","title":"Cognitive impairment in multiple sclerosis","year":2021,"lang":"en","type":"article","venue":"British Journal of Neuroscience Nursing","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":4,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple sclerosis; Cognitive impairment; Cognition; Quality of life (healthcare); Medicine; Perspective (graphical); Montreal Cognitive Assessment; Gerontology; Psychology; Psychiatry; Physical medicine and rehabilitation; Nursing","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":[0.0005286844,0.00009729151,0.0003337187,0.0001958415,0.0001857935,0.0001286123,0.0001199964,0.00003493368,0.00002126664],"category_scores_gemma":[0.004450393,0.0001074681,0.0001320356,0.0007375542,0.0003961057,0.0003109034,0.00005227935,0.0004768286,0.000002172585],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000222619,"about_ca_system_score_gemma":0.0003599313,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00002743423,"about_ca_topic_score_gemma":0.00002837002,"domain_scores_codex":[0.9979092,0.0001483092,0.0004478407,0.0002556913,0.000821332,0.000417644],"domain_scores_gemma":[0.9987733,0.0002004962,0.0001500994,0.0000855067,0.0005462762,0.0002443279],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"bench_or_experimental","study_design_gemma":"observational","study_design_scores_codex":[0.0002709415,0.001844538,0.06678111,0.00004797301,0.00001177135,0.007090339,0.0007934697,0.00004218436,0.5870334,0.000001925459,0.0009902925,0.335092],"study_design_scores_gemma":[0.003038706,0.0003777604,0.9642996,0.006581038,0.00001960125,0.00756735,0.001228274,0.0005788205,0.01611179,0.00001725119,0.00009100823,0.00008882968],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9958514,0.001558945,0.0002399316,0.001315204,0.000439472,0.0001701819,0.000008750386,0.000009150123,0.0004069378],"genre_scores_gemma":[0.9960397,0.0025237,0.0007761969,0.0004663852,0.0001168918,0.000003006005,7.75485e-7,0.00001257086,0.00006076511],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.8975185,"threshold_uncertainty_score":0.5327857,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1300066623007218,"score_gpt":0.3530969390466269,"score_spread":0.2230902767459051,"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."}}