Additional 'skip' edges with constant gap scores are added to the context-label network, to increase interpretation flexibility by supporting poor or lacking context annotations of some nodes.
Based on previous work (e.g. Vassilopoulos et al., 2009, 2012), we anticipated that the interpretation training paradigm employed in this study would be successful in reducing negative interpretations but not in increasing benign interpretations, and that this effect would interact with mode of presentation.
Using a third independent interpretation to resolve disagreements between pairs of readers (pseudo-arbitration) was the most effective method overall, reducing errors by 37%, increasing correct interpretations by 18%, and adding 19% to the cost of an error-free interpretation.
Negative training led to increased negative interpretation bias relative to other groups.
Even though DTS increased the interpretation time [28], it could be easily introduced in the routine diagnostic work flow as a case-solving technique in those patients with suspected or equivocal pulmonary lesions on CXR.
The number of intermediate risk factors was sufficiently small such that penalizing the number of variables would not increase the interpretation.
In this case, standalone performance of the algorithm could have exceeded that achievable through visual interpretation, increasing the chances of CADx having a significant impact on reporters' decisions.
The primary issue with ensemble displays is that visual crowding may occur, which happens when ensemble members are plotted too closely together and cannot be easily differentiated, increasing difficulty in interpretation.
The number of known genetic markers of risk is increasing but the interpretation of their clinical effect is hampered by poor reporting of prediction studies.
We were conservative in our application of this approach and only six endpoint scorings were modified in Matrix 3 compared to Matrix 2. To summarize, we produced three data matrices that represented increasing levels of interpretation of endpoints as actual events.
We conclude that mid-cycle specimens yield slightly higher HPV DNA loads and slightly increased LSIL interpretations, but the clinical impact is marginal.
