{"id":"W2895845951","doi":"10.1177/1352458518803785","title":"Recommendations for cognitive screening and management in multiple sclerosis care","year":2018,"lang":"en","type":"review","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":406,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; University of Toronto","funders":"","keywords":"Multiple sclerosis; Medicine; Cognition; Physical medicine and rehabilitation; Intensive care medicine; Psychiatry","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":["metaepi_narrow","sts"],"consensus_categories":[],"category_scores_codex":[0.001524753,0.001074274,0.002997534,0.001721541,0.001312446,0.0004041037,0.0004749201,0.0005183152,0.0001122601],"category_scores_gemma":[0.002466126,0.000914866,0.001197787,0.0009280079,0.000477946,0.0003575564,0.0006892718,0.001559067,0.00004900039],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0008057375,"about_ca_system_score_gemma":0.0002467138,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00007291321,"about_ca_topic_score_gemma":0.0003319109,"domain_scores_codex":[0.9938707,0.000529254,0.001972397,0.001291307,0.0009075664,0.001428738],"domain_scores_gemma":[0.9944155,0.002377654,0.0008944308,0.0005646893,0.001014365,0.000733321],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0002876233,0.0002596507,0.001757132,0.01256464,0.00150871,0.00001917407,0.0008442462,8.876153e-7,0.000008815021,0.000002609723,0.005597732,0.9771488],"study_design_scores_gemma":[0.01455292,0.0006209693,0.01531727,0.1632542,0.002617373,0.0001185013,0.004065067,0.000329594,0.00001920413,0.000005709352,0.7980216,0.001077603],"study_design_candidate":"design_other","study_design_consensus":null,"genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.0003300502,0.9887387,0.001620745,0.0004059244,0.0005443884,0.006988404,0.001018338,0.00009400355,0.0002595103],"genre_scores_gemma":[0.001784336,0.9614542,0.03259915,0.0001488195,0.0009997978,0.001998064,0.0006109377,0.0002391355,0.0001655869],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.9760712,"threshold_uncertainty_score":0.9999877,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.4229201343831565,"score_gpt":0.4105209539533051,"score_spread":0.01239918042985144,"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."}}