{"id":"W4387210069","doi":"10.1177/13524585231201219","title":"Detecting isolated cognitive relapses in persons with MS","year":2023,"lang":"en","type":"article","venue":"Multiple Sclerosis Journal","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":16,"is_retracted":false,"has_abstract":true,"ca_institutions":"London Health Sciences Centre; Western University","funders":"National Multiple Sclerosis Society","keywords":"Logistic regression; Multiple sclerosis; Confidence interval; Neuropsychology; Prospective cohort study; Cohort; Odds ratio; Psychology; Medicine; Cognitive decline; Demographics; Expanded Disability Status Scale; Demography; Cognition; Internal medicine; Disease; Psychiatry; Dementia","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":[],"consensus_categories":[],"category_scores_codex":[0.001080208,0.0003197941,0.0005741166,0.000916235,0.0006275176,0.0001394361,0.0001723418,0.0001353729,0.0001839062],"category_scores_gemma":[0.003312105,0.0002413893,0.0001848495,0.001839164,0.0002374665,0.000295738,0.0001491877,0.001388183,0.0001921579],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0002679034,"about_ca_system_score_gemma":0.000177219,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0002550446,"about_ca_topic_score_gemma":0.0007606313,"domain_scores_codex":[0.9968614,0.0002134439,0.0005373753,0.0004558803,0.0008950962,0.001036801],"domain_scores_gemma":[0.9977691,0.0009697288,0.000190225,0.0002231079,0.0004230001,0.0004248466],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002208551,0.0003093921,0.8793521,0.00009174136,0.0004570223,0.0005421577,0.004881245,0.0003368832,0.07241887,9.94497e-7,0.00154955,0.03785149],"study_design_scores_gemma":[0.009717895,0.0008267388,0.9616416,0.002380587,0.00007519318,0.0002949205,0.005977775,0.015095,0.003462331,0.000004947412,0.0002233111,0.0002997448],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.996421,0.000266181,0.0003190571,0.001215416,0.0001536214,0.00062085,0.00002705579,0.0002262248,0.0007506385],"genre_scores_gemma":[0.9970644,0.001154747,0.0008733415,0.0001447942,0.0002819592,0.00008087393,0.00001457151,0.00007753356,0.0003077962],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08228946,"threshold_uncertainty_score":0.984357,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1143918161883497,"score_gpt":0.3167216172511734,"score_spread":0.2023298010628237,"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."}}