Methods, apparatus, systems and articles of manufacture are disclosed to generate an interface definition based on role, exam terms, and rules. An example apparatus includes at least one processor to at least: trigger rule generation based on an identified role and a primary exam； extract terms from the primary exam； process the extracted terms and identified role according to a first set of rules to generate a first lab panel display in an interface； facilitate i) rule editing and/or ii) rule generation to form a second set of rules using the extracted terms and identified role； apply the second set of rules to: i) modify the first lab panel display； and/or ii) generate a second lab panel display； generate an interface definition based on the first lab panel display and the second lab panel display； and provide the interface definition as output for display and interaction.
