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 1 Means, standard deviations, and intercorrelations within major variables.

	M	SD	1	2	3	4	5	6	7	8	9	10	11	12	13	14
1. SES Rosenberg	30.36	4.19	1
2. SWLS	23.55	4.98	.355^*	1
3. TIPI_Extraversion	11.66	2.17	.331^*	.294^*	1
4. TIPI_Agreeableness	10.70	2.29	−.220	−.138	.090	1
5. TIPI_Conscientiousness	10.94	2.57	.068	.169	.258	.083	1
6. TIPI_Emotional Stability	7.47	3.26	.523^**	.169	.320^*	.004	−.225	1
7. TIPI_Openness to Experiences	9.91	1.79	−.133	−.080	−.016	.072	−.325^*	.155	1
8. SPS_Attractive	5.26	1.09	.401^**	.346^*	.463^**	−.141	.469^**	−.064	−.214	1
9. SPS_Competent	5.70	0.86	.350^*	.329^*	.276	−.075	.367^*	−.163	.063	.658^**	1
10. SPS_Rested	3.40	1.44	−.032	.367^*	.284	.136	.162	.274	.053	.105	−.023	1
11. SPS_Happy	5.15	1.04	.377^**	.660^**	.371^*	.035	.141	.367^*	.191	.264	.214	.306^*	1
12. SPS_Dominant	4.89	1.49	.368^*	.224	.360^*	−.426^**	.066	.316^*	.004	.336^*	.224	.005	.216	1
13. SPS_Healthy	4.98	1.24	.077	.323^*	.232	.194	−.004	.114	.063	.130	.024	.247	.505^**	−.014	1
14. SPS_Trustworthy	6.13	0.85	.350^*	.318^*	.306^*	−.030	.374^**	.194	−.026	.541^**	.429^**	.124	.360^*	.289^*	.284	1
^* Correlation is significant at the 0.05 level (2-tailed); ^** correlation is significant at the 0.01 level (2-tailed).

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