{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.01682025,0.001629168,0.003811282,0.003199162,0.001388275,0.00573506,0.003574527,0.008671074,0.01609883],"category_scores_gemma":[0.06401204,0.0007707062,0.002610026,0.002435217,0.003871479,0.009342725,0.003303498,0.01270212,0.004566105],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.002787632,"about_ca_system_score_gemma":0.008510466,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.003567479,"about_ca_topic_score_gemma":0.00524962,"domain_scores_codex":[0.9933703,0.002519268,0.001290467,0.0007915212,0.001769478,0.0002589914],"domain_scores_gemma":[0.9064763,0.07138409,0.005557335,0.001791187,0.01189434,0.002896794],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"design_other","study_design_gemma":"observational","study_design_scores_codex":[0.001222233,0.0002357639,0.002115748,0.0554666,0.001120516,0.0003717991,0.0002868981,0.0002641951,0.000531095,0.02207817,0.1440974,0.7722095],"study_design_scores_gemma":[0.0003371428,0.0005732023,0.004820378,0.1646435,0.001639597,0.0007641899,0.000757388,0.0002065048,0.0003813238,0.03853086,0.787235,0.0001109042],"study_design_candidate":"observational","study_design_consensus":null,"genre_codex":"review","genre_gemma":"empirical","genre_scores_codex":[0.0002409373,0.9376058,0.0002064503,0.05579159,0.004330796,0.00001485582,0.0000887962,0.00003091173,0.001689835],"genre_scores_gemma":[0.005983917,0.9443702,0.001600803,0.03948871,0.007479173,0.00004989187,0.0001584046,0.00002285127,0.0008461094],"genre_candidate":"empirical","genre_consensus":null,"teacher_disagreement_score":0.01682025,"threshold_uncertainty_score":0.08895504,"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."}}