{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005732043,0.0002470964,0.0002473684,0.0008340779,0.0004479196,0.0009693409,0.0003555157,0.0004715444,0.003077407],"category_scores_gemma":[0.003175498,0.0003087717,0.0005115857,0.001125934,0.0005307177,0.0003525819,0.0008824895,0.000638763,0.0003215714],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001067117,"about_ca_system_score_gemma":0.001216588,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.07277682,"about_ca_topic_score_gemma":0.07889204,"domain_scores_codex":[0.9993619,0.0001770782,0.00007857137,0.0001182252,0.0001160587,0.0001481489],"domain_scores_gemma":[0.997126,0.0003332843,0.001479172,0.0001279097,0.0003520567,0.0005814539],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005250632,0.00001610471,0.9986859,0.000009741905,0.00002110114,0.000042167,0.00008026663,0.00003679271,0.000115023,0.00001631818,0.00009485007,0.0008293035],"study_design_scores_gemma":[0.000004810032,0.00003721876,0.9993047,0.00001158011,0.00001028811,0.0001638924,0.000166404,0.0001602422,0.00002803256,0.00002314366,0.00008681975,0.000002901237],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9991131,0.0001239114,0.00004545441,0.00009021741,0.00000553795,0.00000728675,0.0001728151,0.000003382209,0.000438328],"genre_scores_gemma":[0.999517,0.00004867652,0.00008424099,0.00003605873,0.000006515138,0.000003208918,0.0001597299,0.000001685978,0.0001428903],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.07277682,"threshold_uncertainty_score":0.1447064,"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."}}