Validation of an ICD-Code-Based Case Definition for Psychotic Illness Across Three Health Systems.

Anthony J Deo,Victor M Castro, Ashley Baker,Devon Carroll,Joseph Gonzalez-Heydrich,David C Henderson,Daphne J Holt, Kimberly Hook,Rakesh Karmacharya,Joshua L Roffman,Emily M Madsen,Eugene Song, William G Adams, Luisa Camacho, Sarah Gasman, Jada S Gibbs,Rebecca G Fortgang,Chris J Kennedy, Galina Lozinski, Daisy C Perez, Marina Wilson,Ben Y Reis,Jordan W Smoller

Schizophrenia bulletin(2024)

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摘要
BACKGROUND AND HYPOTHESIS:Psychosis-associated diagnostic codes are increasingly being utilized as case definitions for electronic health record (EHR)-based algorithms to predict and detect psychosis. However, data on the validity of psychosis-related diagnostic codes is limited. We evaluated the positive predictive value (PPV) of International Classification of Diseases (ICD) codes for psychosis. STUDY DESIGN:Using EHRs at 3 health systems, ICD codes comprising primary psychotic disorders and mood disorders with psychosis were grouped into 5 higher-order groups. 1133 records were sampled for chart review using the full EHR. PPVs (the probability of chart-confirmed psychosis given ICD psychosis codes) were calculated across multiple treatment settings. STUDY RESULTS:PPVs across all diagnostic groups and hospital systems exceeded 70%: Mass General Brigham 0.72 [95% CI 0.68-0.77], Boston Children's Hospital 0.80 [0.75-0.84], and Boston Medical Center 0.83 [0.79-0.86]. Schizoaffective disorder PPVs were consistently the highest across sites (0.80-0.92) and major depressive disorder with psychosis were the most variable (0.57-0.79). To determine if the first documented code captured first-episode psychosis (FEP), we excluded cases with prior chart evidence of a diagnosis of or treatment for a psychotic illness, yielding substantially lower PPVs (0.08-0.62). CONCLUSIONS:We found that the first documented psychosis diagnostic code accurately captured true episodes of psychosis but was a poor index of FEP. These data have important implications for the case definitions used in the development of risk prediction models designed to predict or detect undiagnosed psychosis.
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