دورية أكاديمية
A Bayesian Approach to Modeling Risk of Hospital Admissions Associated With Schizophrenia Accounting for Underdiagnosis of the Disorder in Administrative Records
| العنوان: | A Bayesian Approach to Modeling Risk of Hospital Admissions Associated With Schizophrenia Accounting for Underdiagnosis of the Disorder in Administrative Records |
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| المؤلفون: | Eileen M. Stock, James D. Stamey, John E. Zeber, Alexander W. Thompson, Laurel A. Copeland |
| المصدر: | Computational Psychiatry, Vol 2, Pp 1-10 (2018) |
| بيانات النشر: | Ubiquity Press, 2018. |
| سنة النشر: | 2018 |
| المجموعة: | LCC:Computer applications to medicine. Medical informatics LCC:Psychiatry LCC:Consciousness. Cognition |
| مصطلحات موضوعية: | schizophrenia, underdiagnosis, bayesian analysis, measurement error, Computer applications to medicine. Medical informatics, R858-859.7, Psychiatry, RC435-571, Consciousness. Cognition, BF309-499 |
| الوصف: | Schizophrenia is a debilitating serious mental illness characterized by a complex array of symptoms with varying severity and duration. Patients may seek treatment only intermittently, contributing to challenges diagnosing the disorder. A misdiagnosis may potentially bias and reduce study validity. Thus we developed a statistical model to assess the risk of 1-year hospitalization for patients diagnosed with schizophrenia, accounting for when schizophrenia is underreported in administrative databases. A retrospective study design identified patients seeking care during 2010 within an integrated health care system from the Health Maintenance Organization Research Network located in the southwestern United States. Bayesian analysis addressed the problem of underdiagnosed schizophrenia with a statistical measurement error model assuming varying rates of underreporting. Results were then compared to classical multivariable logistic regression. Assuming no underreporting, there was an 87% greater relative odds of hospitalization associated with schizophrenia, OR = 1.87, CI [1.08, 3.23]. Effect sizes and interval estimates representing the association between hospitalization and schizophrenia were reduced with the Bayesian approach accounting for underdiagnosis, suggesting that less severe patients may be underrepresented in studies of schizophrenia. The analytical approach has useful applications in other contexts where the identification of patients with a given condition may be underreported in administrative records. |
| نوع الوثيقة: | article |
| وصف الملف: | electronic resource |
| اللغة: | English |
| تدمد: | 2379-6227 |
| Relation: | https://cpsyjournal.org/articles/37; https://doaj.org/toc/2379-6227 |
| DOI: | 10.1162/CPSY_a_00010 |
| URL الوصول: | https://doaj.org/article/e2dea9c5bb25488d962f65663dcc1d40 |
| رقم الأكسشن: | edsdoj.2dea9c5bb25488d962f65663dcc1d40 |
| قاعدة البيانات: | Directory of Open Access Journals |
Full Text Finder | تدمد: | 23796227 |
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| DOI: | 10.1162/CPSY_a_00010 |