{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.001291605,0.0004875677,0.0004115688,0.001139245,0.0004170366,0.000730558,0.0003834546,0.0005500144,0.001345031],"category_scores_gemma":[0.004253213,0.000233631,0.000460923,0.0005584214,0.0002995172,0.0005217897,0.0006063964,0.00069846,0.000278905],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.000159085,"about_ca_system_score_gemma":0.000285914,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.002172046,"about_ca_topic_score_gemma":0.003152501,"domain_scores_codex":[0.9994814,0.0001770997,0.00006695631,0.00009434766,0.00009771144,0.00008257182],"domain_scores_gemma":[0.9980009,0.000442736,0.001046119,0.00008622771,0.0001918159,0.0002321776],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0001154812,0.00004945809,0.9976977,0.00001132919,0.00001814,0.00005450517,0.00004489861,0.00001323989,0.0001049294,0.000002732801,0.00002887058,0.001858659],"study_design_scores_gemma":[0.000007669558,0.0002957609,0.9985716,0.00001856457,0.00003334642,0.0005545207,0.0001977752,0.0001309218,0.0001115516,0.00001360637,0.00006153933,0.000003063466],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9994113,0.0002155457,0.00004538692,0.00002510367,0.000003679973,0.00001111657,0.00005972066,0.000003013959,0.0002250428],"genre_scores_gemma":[0.9995938,0.0001008681,0.0001045156,0.00001865528,0.000008809474,0.000007303136,0.00009717468,9.272604e-7,0.00006791596],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.002172046,"threshold_uncertainty_score":0.006830752,"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."}}