{"id":"W4391282660","doi":"10.1177/19418744241230728","title":"Characteristics and Outcomes of 7620 Multiple Sclerosis Patients Admitted With COVID-19 in the United States","year":2024,"lang":"en","type":"article","venue":"The Neurohospitalist","topic":"Long-Term Effects of COVID-19","field":"Medicine","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"Brampton Civic Hospital","funders":"Agency for Healthcare Research and Quality","keywords":"Coronavirus disease 2019 (COVID-19); Medicine; Multiple sclerosis; 2019-20 coronavirus outbreak; Severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2); Betacoronavirus; Virology; Intensive care medicine; Pediatrics; Psychiatry; Disease; Pathology; 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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003192851,0.0002251925,0.0003343757,0.0001821483,0.00009203093,0.00008691789,0.0002465745,0.00005005102,0.00001343825],"category_scores_gemma":[0.001874193,0.0001103575,0.00005908441,0.0005621098,0.0003312563,0.00008981915,0.00008653499,0.0002728765,0.000006669827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00006289184,"about_ca_system_score_gemma":0.0001051076,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.001067578,"about_ca_topic_score_gemma":0.00006873751,"domain_scores_codex":[0.9985672,0.0001962085,0.0003098634,0.0002800283,0.0004086654,0.0002380419],"domain_scores_gemma":[0.9965873,0.002592273,0.000104433,0.000493686,0.00007308887,0.0001491797],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002790875,0.0001972705,0.9938271,0.0005784023,0.00007004142,0.0001222038,0.003201675,0.00001522989,0.0001214748,0.0001685278,0.001172908,0.0002460897],"study_design_scores_gemma":[0.001763886,0.0007624721,0.9930203,0.0001786263,0.0001700376,0.00001310012,0.0001865239,0.001094516,0.0000947892,0.00007278048,0.002512305,0.0001306783],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9792888,0.0000792838,0.00002742297,0.01906577,0.0001505752,0.001093031,0.0001698795,0.00009347704,0.00003176722],"genre_scores_gemma":[0.9856306,0.0001175478,0.00002937771,0.01382137,0.00003113786,0.00004910773,0.0002273062,0.00004084846,0.00005272766],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.006341787,"threshold_uncertainty_score":0.450025,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02131908417492829,"score_gpt":0.2771582166420884,"score_spread":0.2558391324671601,"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."}}