{"id":"W3089965529","doi":"10.1007/s13760-020-01509-w","title":"Montreal cognitive assessment for evaluating cognitive impairment in multiple sclerosis: a systematic review","year":2020,"lang":"en","type":"review","venue":"Acta Neurologica Belgica","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":31,"is_retracted":false,"has_abstract":false,"ca_institutions":"","funders":"","keywords":"Montreal Cognitive Assessment; Medicine; Cognition; Cognitive impairment; Population; Cognitive test; Audiology; Clinical psychology; Psychiatry; Environmental health","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":["metaresearch","metaepi_narrow"],"consensus_categories":[],"category_scores_codex":[0.002461894,0.001268993,0.009006213,0.0003622514,0.0003155988,0.00008203527,0.0005488102,0.0004453633,0.00009885573],"category_scores_gemma":[0.02727176,0.0008454983,0.001637718,0.001084938,0.0002324272,0.0001097849,0.0007380443,0.001709872,0.00007874334],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0004503146,"about_ca_system_score_gemma":0.0007869097,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00004100923,"about_ca_topic_score_gemma":0.00003514245,"domain_scores_codex":[0.9901893,0.00269871,0.002623431,0.001883847,0.001382968,0.001221785],"domain_scores_gemma":[0.9845166,0.01213795,0.001511348,0.0006337522,0.0007016569,0.0004987273],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"systematic_review","study_design_gemma":"systematic_review","study_design_scores_codex":[0.0003461659,0.0008203434,0.00005130314,0.8726522,0.001300382,0.0002018853,0.0001157959,8.982342e-8,0.000007231955,0.00000133756,0.0006609487,0.1238423],"study_design_scores_gemma":[0.005068691,0.006520675,0.00217824,0.9623036,0.0151359,0.0001020961,0.00017903,0.0005404134,8.854203e-7,0.000005645784,0.007180715,0.0007841532],"study_design_candidate":"systematic_review","study_design_consensus":"systematic_review","genre_codex":"review","genre_gemma":"review","genre_scores_codex":[0.00009929793,0.9495353,0.00002455767,0.001208044,0.00008377868,0.04772449,0.0007646022,0.0001739146,0.0003860119],"genre_scores_gemma":[0.006391864,0.9542424,0.0003642511,0.002193687,0.0001427668,0.03584099,0.0006283022,0.0001455858,0.00005013919],"genre_candidate":"review","genre_consensus":"review","teacher_disagreement_score":0.1230582,"threshold_uncertainty_score":0.9993996,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.2723383101590854,"score_gpt":0.4425111778595213,"score_spread":0.1701728677004358,"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."}}