Analyzing endpoints with many ordered categories: theory and applications

Background: Longitudinal exposure-response (E-R) modeling of clinical endpoints is important in drug development to identify optimal dose regimens. Clinical endpoints are often ordinal composite scores. Typically, endpoints with few (e.g., <6) categories are analyzed as categorical, and endpoints with many (≥10) categories are analyzed as continuous. Endpoints with many categories often show skewed distributions that […]