{"id":"W4210517931","doi":"10.3389/fneur.2021.761408","title":"The Multiple Sclerosis Prodrome: Evidence to Action","year":2022,"lang":"en","type":"article","venue":"Frontiers in Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":42,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia","funders":"National Institutes of Health; National Institute of Neurological Disorders and Stroke; Yale University","keywords":"Prodrome; Disease; Multiple sclerosis; Prodromal Stage; Medicine; Circumstantial evidence; Population; Intensive care medicine; Psychology; Psychiatry; Pathology; Psychosis; Cognitive impairment; Political science; Environmental health","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":[0.0007073587,0.0001159949,0.0002453836,0.0002348781,0.0005309039,0.00001567137,0.0002944098,0.00003872017,0.00005384933],"category_scores_gemma":[0.002582517,0.00009147337,0.00006011558,0.0006019051,0.0001544682,0.0000606843,0.0005048639,0.0006670821,0.0000163025],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0001646522,"about_ca_system_score_gemma":0.00007126549,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0000970706,"about_ca_topic_score_gemma":0.0001148024,"domain_scores_codex":[0.9979988,0.0004214608,0.0002327953,0.0004066391,0.0004485137,0.0004917896],"domain_scores_gemma":[0.9988891,0.0004697256,0.00005050738,0.000426853,0.00005498095,0.0001088671],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.003710151,0.0001526173,0.6801439,0.00003136019,0.00005268491,0.0000479005,0.0006001102,0.0007011576,0.01485402,0.000008659959,0.2177801,0.08191732],"study_design_scores_gemma":[0.0009868953,0.001264664,0.8569041,0.00001693927,0.00001140528,0.00002300887,0.0003907179,0.003258545,0.0005055966,0.00003861004,0.1365061,0.00009348716],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9463044,0.001241652,0.0003477342,0.04826895,0.002150791,0.001457244,0.000007762307,0.00006526594,0.000156204],"genre_scores_gemma":[0.993846,0.001177003,0.0008124856,0.002446088,0.0001003881,0.001071674,0.000002422048,0.00002138685,0.0005225784],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1767602,"threshold_uncertainty_score":0.4083337,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.1299423039161163,"score_gpt":0.3297860939670839,"score_spread":0.1998437900509676,"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."}}