{"id":"W2885520530","doi":"10.1001/jamaneurol.2018.2109","title":"Association of Inflammation and Disability Accrual in Patients With Progressive-Onset Multiple Sclerosis","year":2018,"lang":"en","type":"article","venue":"JAMA Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":29,"is_retracted":false,"has_abstract":true,"ca_institutions":"Centre intégré de santé et de services sociaux de Chaudière-Appalaches; Université de Montréal; Hôpital Notre-Dame","funders":"Canadian Institutes of Health Research; Sanofi Genzyme; Ono Pharmaceutical; National Health and Medical Research Council; Debreceni Egyetem; Sanofi; Bayer HealthCare; Multiple Sclerosis Society; Multiple Sclerosis Society of Canada; Teva Pharmaceutical Industries; Postgraduate Institute of Medical Education and Research, Chandigarh; Medical Research Council; Biogen; GlaxoSmithKline","keywords":"Expanded Disability Status Scale; Medicine; Internal medicine; Multiple sclerosis; Hazard ratio; Cohort; Observational study; Pediatrics; Physical therapy; Confidence interval; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0003188677,0.00009345503,0.0002560178,0.00007501118,0.00004746145,0.00000942604,0.00004849319,0.0001362804,0.00002722634],"category_scores_gemma":[0.002847234,0.00007172288,0.00001918092,0.000177982,0.0003914664,0.0001214785,0.00009514097,0.0002325708,0.000004019837],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00005298321,"about_ca_system_score_gemma":0.00002351262,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.00005884587,"about_ca_topic_score_gemma":0.0004306435,"domain_scores_codex":[0.998775,0.0002036754,0.0002449276,0.0002425382,0.0003024284,0.0002314241],"domain_scores_gemma":[0.9988583,0.000422948,0.0001641935,0.0001762282,0.0003227541,0.00005560118],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.002481865,0.0002248745,0.9809506,0.00004745191,0.00003567786,8.697285e-7,0.0003151136,8.180727e-7,0.001077368,0.000001459564,0.0001638387,0.01470008],"study_design_scores_gemma":[0.005660104,0.001856908,0.9902499,0.000032261,0.00001633002,6.475477e-7,0.00001578428,0.000408115,0.001601948,0.000007714806,0.00009974977,0.00005058366],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9955713,0.000009857223,0.000001969559,0.003612418,0.00003667221,0.0006643713,0.00002221729,0.00001797641,0.0000632658],"genre_scores_gemma":[0.9995581,0.00001647644,0.0001207012,0.0001178822,0.00009684616,0.00005107563,0.0000215395,0.000009326398,0.000008042762],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0146495,"threshold_uncertainty_score":0.340861,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.02618730769413449,"score_gpt":0.2766750735547724,"score_spread":0.250487765860638,"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."}}