Table 1. List of notations.
Notation | Description | Example |
---|---|---|
D | “Diagnosis” as the inference target node (random variable) | NA |
di | state of random variable D | d1, primary lung cancer |
Xj | imaging findings and clinical data as the other nodes (random variable) | shape, tumor marker |
xjk | state of random variable Xj | x31, irregular |
E | Evidence, as a set of xjk | {x11, x21} |
p(di|E) | posterior probability of di when E is given to the inference model | NA |
df | inference diagnosis with the highest posterior probability among p(di|E) | d1, primary lung cancer |
Rc | reason candidate (a proper subset of E) | If x11 and x21 are given as E, then Rc can be {x11, x21}, {x11}, {x21}. |
|Rc| | the number of elements of Rc | If Rc is {x11, x21}, then |Rc| is 2. |
Rct | Rc with only one element | {x11} |
I(Rc) | influence of Rc on the inference diagnosis df | NA |
p(df) | prior probability of the inference diagnosis df | NA |
pd(Rc) | difference between p(df|Rc) and p(df) for the inference diagnosis df | NA |
V(S) | the performance metric of inference model S | NA |
Vr(S) | explanation (reasoning) adequacy of inference model S | NA |
Vi(S) | inference accuracy of inference model S | NA |
Rg | Reference reasons (1–7 imaging findings and/or clinical data chosen by radiologists) | “shape is polygon,” “diameter is small and cavitation exists,” and “satellite lesion exists” |
Rd | Reasons derived by the inference system | “shape is polygon” and “diameter is small and cavitation exists” |
Abbreviation: NA, not available