Emotional support subcategories were underrepresented, limiting the evaluation of NLP systems designed to identify such nuances in clinical notes, highlighting important gaps in clinical data.
Our research focused on Japan because it is a super-aging society that provides a good example of what the future could entail elsewhere -- a declining population, a growing share of senior citizens and a declining share of working-age people. We need to be ready for this new reality.