{"id":"W4405712014","doi":"10.1212/wnl.0000000000210149","title":"Effects of COVID-19 Infection on Symptom Severity and Disability in Multiple Sclerosis","year":2024,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":8,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Multiple sclerosis; Coronavirus disease 2019 (COVID-19); Medicine; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); 2019-20 coronavirus outbreak; Betacoronavirus; Severity of illness; Virology; Immunology; Psychiatry; Internal medicine; Disease; Outbreak; Infectious disease (medical specialty)","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":[0.006523983,0.0003817313,0.0003845835,0.0006559138,0.000567594,0.0006756819,0.0005107864,0.000647955,0.002223827],"category_scores_gemma":[0.02059858,0.00023505,0.001093912,0.0007048183,0.0005272308,0.0006714058,0.001079684,0.001073208,0.0001783822],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0006299095,"about_ca_system_score_gemma":0.0008719761,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.006312354,"about_ca_topic_score_gemma":0.005483387,"domain_scores_codex":[0.9958975,0.00244119,0.0002822965,0.0004628024,0.000512054,0.0004042029],"domain_scores_gemma":[0.9841962,0.005958536,0.006355881,0.000844204,0.0008431206,0.001802101],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002246052,0.0004980493,0.9898128,0.00007030465,0.000315534,0.0000472613,0.0001645973,0.0002063066,0.0001897612,0.00003291633,0.000154999,0.006261329],"study_design_scores_gemma":[0.00002687174,0.001046104,0.9982544,0.00001849633,0.00007747721,0.00004322447,0.00006969555,0.000289127,0.00005403373,0.0000400392,0.00007618313,0.000004328455],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9984939,0.0006050955,0.0001012056,0.000139047,0.00001425395,0.00001580066,0.000272266,0.000005666598,0.0003526525],"genre_scores_gemma":[0.9992699,0.0001664531,0.0001383678,0.00003813317,0.0000147192,0.00003148134,0.0002131013,0.000002174849,0.0001256921],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006523983,"threshold_uncertainty_score":0.03450251,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.05811622785563475,"score_gpt":0.3321672583044837,"score_spread":0.2740510304488489,"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."}}