Validation of an administrative algorithm for transgender and gender diverse persons against self-report data in electronic health records. — Monica Mukherjee (2025) | RDL Network
Validation of an administrative algorithm for transgender and gender diverse persons against self-report data in electronic health records.
Article 2025 en
Authors
MM
Monica Mukherjee
DK
Dana King
HC
Howard Cabral
Abstract
1 min read
OBJECTIVE: To adapt and validate an algorithm to ascertain transgender and gender diverse (TGD) patients within electronic health record (EHR) data. METHODS: Using a previously unvalidated algorithm of identifying TGD persons within administrative claims data in a multistep, hierarchical process, we validated this algorithm in an EHR data set with self-reported gender identity. RESULTS: Within an EHR data set of 52 746 adults with self-reported gender identity (gold standard) a previously unvalidated algorithm to identify TGD persons via TGD-related diagnosis and procedure codes, and gender-affirming hormone therapy prescription data had a sensitivity of 87.3% (95% confidence interval [CI] 86.4-88.2), specificity of 98.7% (95% CI 98.6-98.8), positive predictive value (PPV) of 88.7% (95% CI 87.9-89.4), and negative predictive value (NPV) of 98.5% (95% CI 98.4-98.6). The area under the curve (AUC) was 0.930 (95% CI 0.925-0.935). Steps to further categorize patients as presumably TGD men versus women based on prescription data performed well: sensitivity of 97.6%, specificity of 92.7%, PPV of 93.2%, and NPV of 97.4%. The AUC was 0.95 (95% CI 0.94-0.96). CONCLUSIONS: In the absence of self-reported gender identity data, an algorithm to identify TGD patients in administrative data using TGD-related diagnosis and procedure codes, and gender-affirming hormone prescriptions performs well.
Carl G. Streed, Dana King, Chris Grasso, Sari L. Reisner, Kenneth H. Mayer, Guneet K. Jasuja, Tonia Poteat, Monica Mukherjee, Ayelet Shapira‐Daniels, Howard Cabral, Vin Tangpricha, Michael K. Paasche‐Orlow, Emelia Benjamin
Ayelet Shapira‐Daniels, Dana King, Sari L. Reisner, Lauren B. Beach, Oseiwe Eromosele, Sandhiya Ravichandran, Robert Helm, Emelia Benjamin, Carl G. Streed
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Ayelet Shapira‐Daniels, Dana King, Sari L. Reisner, Lauren B. Beach, Oseiwe Eromosele, Sandhiya Ravichandran, Robert Helm, Emelia Benjamin, Carl G. Streed
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