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Figure 3
Comparison of ML and user annotations. A dedicated CRIMS interfaces provide web access for users of the HTX lab to the outcomes of the AXIS image scores along with the crystallization images (not shown here). Crystal probabilities, as calculated by AXIS, are represented in different shades of green over a full 96-well crystallization plate (left, panels corresponding to three different plates are shown). At the same time, crystallographers can introduce their own scores online using a seven-class manual scoring system presented as a colour code from blue to dark red (right) and where experiments containing crystals are represented in two shades of red (see Materials and methods[link] section). Good agreement between AXIS and user inputs for the crystal classes can be appreciated, indicating the performance of the AXIS software, but a few discrepancies can also be observed, for example position H11-3 in the middle panel.

IUCrJ
Volume 13| Part 3| May 2026| Pages 235-248
ISSN: 2052-2525