Table 2 Themes arising from the stakeholder survey
From: The value of standards for health datasets in artificial intelligence-based applications
Themes | Subthemes |
|---|---|
Theme 1—The role of demographic data | 1.1 Current use of demographic data |
1.2 Representativeness of the data | |
1.3 Determining importance of race/ethnicity data | |
1.4 Challenges of ensuring diversity in datasets | |
1.5 Solutions and aspirations to overcome challenges | |
Theme 2—Data diversity | 2.1 Conceptual definition |
2.2 Components of diversity | |
2.3 Operationalizing diversity | |
Theme 3—The use of metrics | 3.1 Externally validated or self-report |
3.2 Types of measures | |
3.3 Rating diversity | |
Theme 4—Standards | 4.1 Are standards important and needed? |
4.2 Existing standards | |
4.3 Recommendations for adoption of standards | |
4.4 Recommendations and barriers to adherence | |
4.5 Responsibility of adherence | |
4.6 Consequences of mandating standards |