Large language model bias auditing for periodontal diagnosis using an ambiguity-probe methodology: a pilot study.

Although the demographic factors did not reach statistical significance—indicating an absence of measurable sociodemographic bias in the strict statistical sense—the stacked bar visualizations reveal meaningful pattern-level drifts ( Figure 4 ).

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