Some studies examine individual preferences, these type of works have specific methodology. For example the questionnaire they use might not necessarily need to be validated. The type of biases are pretty different from usual quantitative studies. I think quality appraisal tools which are designed for quantitative or cross-sectional studies, may not cover all essential aspects.