{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.02314442,0.002586226,0.002591008,0.005241024,0.002988228,0.004954498,0.009777171,0.02125519,0.02739202],"category_scores_gemma":[0.114544,0.001370299,0.008576098,0.003359963,0.001707321,0.005995784,0.006531912,0.024397,0.01447672],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0110201,"about_ca_system_score_gemma":0.04776917,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.03579796,"about_ca_topic_score_gemma":0.04718451,"domain_scores_codex":[0.9685933,0.01642115,0.005515599,0.0009957033,0.006266507,0.002207712],"domain_scores_gemma":[0.8947687,0.02996975,0.007700451,0.002024476,0.05332236,0.01221438],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"not_applicable","study_design_gemma":"not_applicable","study_design_scores_codex":[0.0001147393,0.0007257937,0.001487358,0.004006505,0.0001900309,0.000298761,0.0004263402,0.0008150787,0.0001189059,0.002509626,0.8256381,0.1636686],"study_design_scores_gemma":[0.002596796,0.0003749112,0.009627554,0.09808899,0.001033988,0.0004432494,0.002176279,0.002080322,0.0004162998,0.01875937,0.8640609,0.0003412344],"study_design_candidate":"not_applicable","study_design_consensus":"not_applicable","genre_codex":"commentary","genre_gemma":"review","genre_scores_codex":[0.001400861,0.02284778,0.01044254,0.888054,0.02101411,0.007699606,0.003506971,0.001269383,0.04376476],"genre_scores_gemma":[0.01646866,0.074842,0.2867879,0.5295285,0.01384971,0.03412535,0.01012502,0.0004626831,0.03381023],"genre_candidate":"review","genre_consensus":null,"teacher_disagreement_score":0.03579796,"threshold_uncertainty_score":0.1224009,"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."}}