Table 1.
Key dimension of fairness in the literature review by discipline (n=213)
| Research field | Fairness dimension | Specific attribute | Volume of articles by specific attributes |
| Computational sciences (n=68) |
Transparency Impartiality Inclusion |
Interpretability/explainability Accountability Provenance Implementation Completeness Patient and family engagement |
+ + + + + + + + + + + + + |
| Medicine (n=43) |
Transparency Impartiality Inclusion |
Interpretability/explainability Accountability Provenance Implementation Completeness Patient and family engagement |
+ + + + + + + + + + + + + + + |
| Social sciences (n=73) |
Transparency Impartiality Inclusion |
Interpretability/explainability Accountability Provenance Implementation Completeness Patient and family engagement |
+ + + + + + + + + + + + + + + + + + |
| Interdisciplinary research teams (n=29) |
Transparency Impartiality Inclusion |
Interpretability/explainability Accountability Provenance Implementation Completeness Patient and family engagement |
+ + + + + + + + + + + + + + |
++++The majority of the literature reviewed in this field.
+++Several peer reviewed articles (five or more).
++A small number of peer reviewed articles (less than five).
+Little or no known literature (two or less).