{"id":"W4389150521","doi":"10.1136/jnnp-2023-abn.215","title":"UTIs and chest infection are associated with higher disability in algorithmically identified multiple sclerosis","year":2023,"lang":"en","type":"article","venue":"","topic":"Diphtheria, Corynebacterium, and Tetanus","field":"Biochemistry, Genetics and Molecular Biology","cited_by":0,"is_retracted":false,"has_abstract":true,"ca_institutions":"","funders":"","keywords":"Multiple sclerosis; Medicine; Computer science; Intensive care medicine; Immunology","routes":{"ca_aff":false,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":true},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0001702912,0.000123428,0.0001374524,0.00002531865,0.0000467137,0.0000442251,0.00005543952,0.0001348364,0.00003879847],"category_scores_gemma":[0.0001103502,0.0001043307,0.00003483739,0.0002038743,0.000106243,0.000007473807,0.00007334673,0.00006245128,0.00001183827],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002398047,"about_ca_system_score_gemma":0.00001288113,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003470654,"about_ca_topic_score_gemma":0.004204514,"domain_scores_codex":[0.9991791,0.00005831477,0.0001445984,0.0003322126,0.00008706169,0.0001987051],"domain_scores_gemma":[0.9996305,0.00002508978,0.00005369745,0.0001900614,0.00004402025,0.00005667077],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00006877542,0.0001526854,0.8088269,0.00001663684,0.00005239508,0.000004128975,0.0000275953,0.000006647819,0.1863112,0.000004780921,0.0002762773,0.004251969],"study_design_scores_gemma":[0.0008197462,0.000100738,0.9839024,0.00002258366,0.00001070351,0.000001007293,0.00002812788,0.00008469386,0.0139609,0.00002179319,0.0008960916,0.0001511944],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989579,0.00001897432,0.00005336244,0.0001314468,0.0001203513,0.0001489522,0.00002992594,0.00005908265,0.0004800001],"genre_scores_gemma":[0.9983703,0.00006556858,0.00005015669,0.00005788444,0.00005154424,0.00003153339,0.0002006158,0.00001782103,0.001154538],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.1750755,"threshold_uncertainty_score":0.4254482,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02676483705484588,"score_gpt":0.2271554007482834,"score_spread":0.2003905636934376,"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."}}