{"id":"W3040752619","doi":"10.1371/journal.pone.0234876","title":"Health service utilization in immigrants with multiple sclerosis","year":2020,"lang":"en","type":"article","venue":"PLoS ONE","topic":"Multiple Sclerosis Research Studies","field":"Medicine","cited_by":11,"is_retracted":false,"has_abstract":true,"ca_institutions":"Institute for Clinical Evaluative Sciences; University of Waterloo; North York General Hospital; University of Manitoba; Toronto Western Hospital; University Health Network; University of Toronto; St. Michael's Hospital","funders":"Canadian Institutes of Health Research; Canadian Frailty Network; Crohn's and Colitis Canada; University of Waterloo; University of Toronto; Toronto Rehabilitation Institute; Ontario Ministry of Health and Long-Term Care; Multiple Sclerosis Society of Canada; Canadian Dermatology Foundation; Arthritis Society; Multiple Sclerosis Society; Consortium canadien en neurodégénérescence associée au vieillissement; Physicians' Services Incorporated Foundation; Canadian Rheumatology Association; Cancer Care Ontario; Heart and Stroke Foundation of Canada; U.S. Department of Defense","keywords":"Medicine; Specialty; Emergency department; Residence; Socioeconomic status; Immigration; Demography; Comorbidity; Rate ratio; Health care; Family medicine; Pediatrics; Emergency medicine; Confidence interval; Environmental health; Population; Internal medicine; Psychiatry","routes":{"ca_aff":true,"ca_fund":true,"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":[0.0004653845,0.0001546178,0.0002018977,0.0006451107,0.000628465,0.0004846411,0.0003378253,0.0002865474,0.001273649],"category_scores_gemma":[0.001817916,0.000104629,0.0003339664,0.001015857,0.0003726837,0.0002186878,0.0005618104,0.0002993848,0.00008743243],"about_ca_system_candidate":false,"about_ca_system_consensus":false,"about_ca_system_score_codex":0.003343414,"about_ca_system_score_gemma":0.00283747,"about_ca_topic_candidate":true,"about_ca_topic_consensus":false,"about_ca_topic_score_codex":0.639183,"about_ca_topic_score_gemma":0.6527167,"domain_scores_codex":[0.9996357,0.00005856692,0.00003412004,0.00005858888,0.00008276228,0.000130184],"domain_scores_gemma":[0.9991353,0.00008465796,0.0003890489,0.00002217444,0.0001693826,0.00019946],"domain_codex":null,"domain_gemma":null,"domain_candidate":null,"domain_consensus":null,"study_design_codex":"observational","study_design_gemma":"observational","study_design_scores_codex":[0.00002884469,0.00001060695,0.9982393,0.00001239435,0.00002288199,0.00006372471,0.0002587383,0.00003549196,0.00003283966,0.00001833095,0.0001867875,0.001089983],"study_design_scores_gemma":[0.000003082738,0.00001593356,0.9989478,0.00001885162,0.000009824794,0.00006777362,0.0006204207,0.0001248119,0.0000123703,0.00000998848,0.0001665603,0.000002598658],"study_design_candidate":"observational","study_design_consensus":"observational","genre_codex":"empirical","genre_gemma":"empirical","genre_scores_codex":[0.9986878,0.0002345883,0.00001639699,0.0001212755,0.000004485699,0.000005693219,0.0004361674,0.000001642337,0.0004918794],"genre_scores_gemma":[0.9992818,0.0001716435,0.00001677105,0.00004463782,0.000004668005,0.000005400752,0.000372411,7.96886e-7,0.0001018136],"genre_candidate":"empirical","genre_consensus":"empirical","teacher_disagreement_score":0.639183,"threshold_uncertainty_score":0.7258838,"prediction_status":"machine_predicted_unvalidated"},"machine_scores":{"provisional":true,"baseline":true,"maturity_gate_passed":false,"score_opus":0.3103499873200187,"score_gpt":0.3184129462658317,"score_spread":0.008062958945812992,"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."}}