Contribution Coverage Expansion is a scholarly contribution that extends the scope, applicability, or generalizability of existing academic outputs by introducing new contexts, domains, populations, or conditions under which a previously established method, model, framework, theory, construct, dataset, task, or metric remains effective or insightful.