{"id":"W2793736701","doi":"10.1212/wnl.0000000000005302","title":"Psychiatric comorbidity is associated with disability progression in multiple sclerosis","year":2018,"lang":"en","type":"article","venue":"Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":214,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of British Columbia; University of Manitoba; University of Calgary; Providence Health Care; Dalhousie University","funders":"","keywords":"Comorbidity; Multiple sclerosis; Psychiatric comorbidity; Psychiatry; Medicine","routes":{"ca_aff":true,"ca_fund":false,"ca_venue":false,"about_ca":true,"invisible_to_affiliation_only":false},"retraction":null,"screen":null,"direct_labels":[],"prediction":{"model_version":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0005225963,0.0001913165,0.0002490672,0.0008197642,0.0006040527,0.0007198355,0.0002846639,0.0003688529,0.001569345],"category_scores_gemma":[0.004038369,0.0001946232,0.0004175571,0.001216696,0.0003113321,0.0002371572,0.0006362679,0.0006805786,0.0001332925],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0007960025,"about_ca_system_score_gemma":0.000981753,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.06872926,"about_ca_topic_score_gemma":0.08040169,"domain_scores_codex":[0.9994868,0.0001331213,0.00004764118,0.00008216959,0.0001404577,0.0001097676],"domain_scores_gemma":[0.9971529,0.0002891158,0.001699181,0.0001123882,0.0002919388,0.0004545297],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00005563482,0.00001093603,0.9986088,0.000005588509,0.00002909461,0.00004294732,0.00002607576,0.00003301316,0.0000640064,0.000006368701,0.00005037574,0.001067289],"study_design_scores_gemma":[0.0000018575,0.00001255681,0.999699,0.000003542074,0.000008378442,0.00009364131,0.00003104259,0.0001028907,0.000009551869,0.000008123057,0.0000282442,0.00000131377],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9989638,0.0003141072,0.00004682687,0.00009110235,0.000005509721,0.000007646967,0.0002225955,0.00000455725,0.0003439667],"genre_scores_gemma":[0.9996433,0.00007722205,0.00004490422,0.0000131861,0.000007439333,0.000002759285,0.0001438203,9.412179e-7,0.00006636616],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.06872926,"threshold_uncertainty_score":0.1366584,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.09489857964344235,"score_gpt":0.3422264207213382,"score_spread":0.2473278410778958,"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."}}