{"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":"codex-gemma-dda1882f352a","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.0003955469,0.0001805089,0.0004163823,0.0001090487,0.0001631755,0.00001018532,0.000137414,0.0001655027,0.0001994224],"category_scores_gemma":[0.001190111,0.0001297326,0.00006038205,0.0006129684,0.001039568,0.00005778541,0.0001469134,0.0004932963,0.00005466699],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.0000700353,"about_ca_system_score_gemma":0.0000563098,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.0003433495,"about_ca_topic_score_gemma":0.003275223,"domain_scores_codex":[0.9979488,0.0002967846,0.000276345,0.0005405293,0.0004007979,0.0005368036],"domain_scores_gemma":[0.9987481,0.0003831301,0.00009285333,0.0004479614,0.000182647,0.0001453604],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.001996314,0.0008912149,0.9841812,0.00002238732,0.00003381599,0.00001407693,0.0001899559,6.034481e-7,0.001973264,0.000002283351,0.001704481,0.008990449],"study_design_scores_gemma":[0.0039016,0.004056622,0.9887307,0.00004189831,0.00002118406,0.000007907036,0.00000892407,0.001176989,0.0008139814,0.00001583156,0.001120583,0.0001037485],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9901085,0.00005330355,0.00001243497,0.008215308,0.0001550056,0.0007541975,0.00001880685,0.00009578812,0.0005866737],"genre_scores_gemma":[0.9978793,0.00009263344,0.0002184259,0.001481192,0.0001732523,0.00009276654,0.00001315698,0.00002407691,0.00002518271],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.0088867,"threshold_uncertainty_score":0.5290342,"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."}}