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Figure 5
Examples from the disagreement-audit workflow, showing images that had previously disagreed with operator confirmation and/or the legacy histogram method, re-evaluated using the latest GoniOwl model. For each frame, the overlaid header reports the model probability and the corresponding decision at the operational threshold.

Journal logoJOURNAL OF
SYNCHROTRON
RADIATION
ISSN: 1600-5775
Volume 33| Part 5| September 2026|
https://doi.org/10.1107/S1600577526007277
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