AI-Based Facial Analysis vs Self-Report: A Pilot Study Using Insights From Pre-Procedural Psychological Tests

Izabela Mamcarz; Marcelina Podleśna; Emanuela Bis; Aleksandra Białek; Kacper Curzytek; Andrzej Guz; Klaudia Wilhelm; Marek Majewski; Kamil Torres; Agnieszka Surowiecka

doi:10.12659/MSM.947227

18 July 2025 : Clinical Research

AI-Based Facial Analysis vs Self-Report: A Pilot Study Using Insights From Pre-Procedural Psychological Tests

Izabela Mamcarz

^{ABCD 1}, Marcelina Podleśna

^{BEF 2*}, Emanuela Bis

^{BEF 2}, Aleksandra Białek

^{BEF 2}, Kacper Curzytek

^{BEF 2}, Andrzej Guz

^{BEF 2}, Klaudia Wilhelm

^{BEF 2}, Marek Majewski

^{ADE 3}, Kamil Torres

^{ACD 3}, Agnieszka Surowiecka

^{ABCDE 3}

DOI: 10.12659/MSM.947227

Med Sci Monit 2025; 31:e947227

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Figure 1 (A) Male patient photography from AI-based tool.png (Face/Reality; aemos GmbH). (B) Male patient results from AI-based tool (Face/Reality; aemos GmbH).

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AI-Based Facial Analysis vs Self-Report: A Pilot Study Using Insights From Pre-Procedural Psychological Tests

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