Indeed, when deploying interventions in the open world (especially in sensitive domains impacting life and death like the ones that motivate this work), care must be taken to ensure that algorithms do not discriminate among people with respect to protected characteristics such as race, ethnicity, disability, etc.
we need to ensure that independently of their group, individuals have a high chance of being covered, a notion we refer to as group fairness.