{"id":"W3036820413","doi":"10.1212/wnl.0000000000010024","title":"Comorbidity is associated with disease activity in MS","year":2020,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":59,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Manitoba","funders":"","keywords":"Comorbidity; Disease; Medicine; Internal medicine","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":[0.00008148795,0.00009523416,0.0002670501,0.00004090475,0.00003494612,0.000004285546,0.00006756414,0.00005115959,0.000157957],"category_scores_gemma":[0.001066975,0.00007446406,0.000033859,0.0002185967,0.0001364893,0.00003311286,0.00009235428,0.0004242111,0.00003330421],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00001988281,"about_ca_system_score_gemma":0.00006862947,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0001370043,"about_ca_topic_score_gemma":0.0002367729,"domain_scores_codex":[0.9989766,0.0001603059,0.00008533285,0.000283541,0.000223089,0.0002711622],"domain_scores_gemma":[0.999321,0.0001984838,0.00003342919,0.0001526521,0.00004765809,0.0002468222],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00597479,0.0003253105,0.9812639,0.00004049347,0.0000603394,0.000773631,0.0002832426,0.00001187857,0.005633205,0.000005618933,0.0044101,0.001217489],"study_design_scores_gemma":[0.002044945,0.001283425,0.9916009,0.00000773936,0.00001679767,0.000001749201,0.000001781308,0.002672389,0.0002934703,0.000005834026,0.002016359,0.00005464074],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9302532,0.00002250587,0.000009284193,0.06864908,0.00002390857,0.0002656333,0.00002306331,0.00005084337,0.000702463],"genre_scores_gemma":[0.9885619,0.00006908223,0.000006689048,0.01123708,0.00005698558,0.00002453879,0.000006449151,0.00001252027,0.00002477141],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.05830866,"threshold_uncertainty_score":0.3036557,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.08542289133956327,"score_gpt":0.3237509174811336,"score_spread":0.2383280261415703,"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."}}