{"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":"metacan-v3-hybrid-931329e0061c","candidate_categories":[],"consensus_categories":[],"category_scores_codex":[0.08412002,0.0007050709,0.0009772987,0.004496294,0.0008135926,0.00324036,0.002332232,0.001358859,0.000640719],"category_scores_gemma":[0.2238126,0.0004379305,0.001131102,0.005248542,0.0009006088,0.001805423,0.003380589,0.001099132,0.0003696894],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.001415832,"about_ca_system_score_gemma":0.004251229,"about_ca_topic_candidate":false,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.02075905,"about_ca_topic_score_gemma":0.01705528,"domain_scores_codex":[0.9142673,0.05961408,0.01019899,0.003468506,0.01072125,0.001729914],"domain_scores_gemma":[0.7792144,0.08370674,0.06012396,0.03113064,0.04239195,0.003432302],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00008368473,0.00007856941,0.9857324,0.0001564426,0.0002977667,0.00002468489,0.0004282389,0.0005298504,0.0001614164,0.0002213283,0.0008927163,0.01139294],"study_design_scores_gemma":[0.000033198,0.0001477829,0.9926201,0.0003894998,0.0001387782,0.0001001217,0.0005550152,0.003682971,0.0003850094,0.0003269839,0.001594322,0.00002632213],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9584318,0.002153396,0.01841098,0.00201893,0.0002560868,0.001333123,0.01187874,0.0001517001,0.005365292],"genre_scores_gemma":[0.9740072,0.0005708295,0.01681154,0.0003653852,0.000129925,0.0006520859,0.007308596,0.00002450727,0.0001299548],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.08412002,"threshold_uncertainty_score":0.4448745,"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."}}