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

18 July 2025 : Clinical Research

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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Table 2 Mann-Whitney (U) test comparisons between self-assessment and AI assessment on 7 areas.

	Assessment	N	Mean rank	Sum of ranks	Mann-Whitney U	Wilcoxon W	Z	P
Attractive	Self-assessment	47	60.20	2829.50	507.500	1635.500	−4.698	.000
	AI	47	34.80	1635.50
	Total	94
Competent	Self-Assessment	47	67.49	3172.00	165.000	1293.0000	−7.303	.000
	AI	47	27.51	1293.00
	Total	97
Rested	Self-assessment	47	40.10	1884.50	756.500	1884.500	−2.715	.007
	AI	47	54.90	2580.50
	Total	94
Happy	Self-assessment	47	57.04	2681.00	656.000	1784.000	−3.508	.000
	AI	47	37.96	1784.00
	Total	94
Dominant	Self-assessment	47	51.86	2437.50	899.500	2027.500	−1.615	.106
	AI	47	43.14	2027.50
	Total	94
Healthy	Self-assessment	47	58.16	2733.50	603.500	1731.500	−3.956	.000
	AI	47	36.84	1731.50
	Total	94
Trustworthy	Self-assessment	47	67.84	3188.50	148.500	1276.500	−7.382	.000
	AI	47	27.16	1276.50
	Total	94

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