{"id":"W2011332759","doi":"10.1186/1471-2377-13-16","title":"Mental comorbidity and multiple sclerosis: validating administrative data to support population-based surveillance","year":2013,"lang":"en","type":"article","venue":"BMC Neurology","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":157,"is_retracted":false,"has_abstract":true,"ca_institutions":"University of Calgary; McGill University; McGill University Health Centre; University of Saskatchewan; University of Alberta; Dalhousie University; Health Sciences Centre; Alberta Health; University of Manitoba","funders":"Social Sciences and Humanities Research Council of Canada; Bayer Canada; H. Lundbeck A/S; Servier; Alberta Health Services; Alberta Innovates; Public Health Agency; Michael Smith Health Research BC; Public Health Agency of Canada; Canadian Health Services Research Foundation; Multiple Sclerosis Society; European Committee for Treatment and Research in Multiple Sclerosis; Teva Pharmaceutical Industries; Pfizer; Biogen; Manitoba Health Research Council; Canadian Institutes of Health Research; Health Sciences Centre Foundation; University of British Columbia; Sanofi; AstraZeneca; Schweizerische Multiple Sklerose Gesellschaft; Multiple Sclerosis Society of Canada; Amgen; Bill and Melinda Gates Foundation; United States Agency for International Development","keywords":"Comorbidity; Psychiatry; Bipolar disorder; Anxiety; Population; Schizophrenia (object-oriented programming); Medicine; Depression (economics); National Comorbidity Survey; Cohort; Mood; Prevalence of mental disorders; Mental health; Internal medicine","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":[0.000370357,0.0001769858,0.00035634,0.00008947772,0.000170868,0.00003788978,0.0002255757,0.00006906071,0.0002523484],"category_scores_gemma":[0.002269909,0.0001580545,0.00003154866,0.0001397646,0.0001221066,0.0001266907,0.0004417302,0.0002096502,0.00008907263],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.00002269312,"about_ca_system_score_gemma":0.00009372789,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.000946857,"about_ca_topic_score_gemma":0.001614259,"domain_scores_codex":[0.9981278,0.0002617769,0.0003059813,0.0006133547,0.0002953855,0.0003957267],"domain_scores_gemma":[0.9980007,0.000869741,0.00008399571,0.0006698312,0.0001110393,0.0002646426],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.0002043369,0.00009355533,0.9820065,0.00004501137,0.00002071311,0.000005040149,0.00006146362,0.00001483071,0.01161923,0.000002725777,0.004197545,0.001729059],"study_design_scores_gemma":[0.001560323,0.0008202391,0.9866183,0.00001498939,0.000008759481,0.0000122362,0.00003579394,0.009261888,0.0007090484,0.000003738444,0.0008345127,0.0001202118],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9939681,0.00002301213,0.0001091682,0.004105199,0.000132646,0.001215658,0.0002527228,0.00007086509,0.0001225801],"genre_scores_gemma":[0.9945427,0.00002332754,0.00285663,0.00179528,0.000109141,0.00008684929,0.0005329988,0.0000225046,0.00003052459],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.01091018,"threshold_uncertainty_score":0.6445274,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.328163051904352,"score_gpt":0.3898701573880124,"score_spread":0.06170710548366043,"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."}}