Virtual triage reporting of mental health symptoms in Europe prior to and following the 2022 Russian invasion of Ukraine

A. Gellert George , Kabat-Karabon Aleksandra , Nowicka Anna , Price Tim , M Gabrych Martyna , L.Gellert Gabriel

International Journal of Healthcare ›› 2025, Vol. 11 ›› Issue (1) : 1 -7.

PDF (266KB)
International Journal of Healthcare ›› 2025, Vol. 11 ›› Issue (1) : 1 -7. DOI: 10.5430/ijh.v11n1p1
Original Articles
research-article

Virtual triage reporting of mental health symptoms in Europe prior to and following the 2022 Russian invasion of Ukraine

Author information +
History +
PDF (266KB)

Abstract

Objective: Compare the reporting of 16 mental health symptoms (MHS) through AI-based virtual triage (VT) in three European countries/language user groups, including Ukrainians, Poles, and Italians, before and following the onset of the Russian invasion of Ukraine in February 2022.
Methods: Frequencies of 16 MHS reported through VT were compared for 12 months prior to and after the onset of the 2022 Russia-Ukraine conflict (i.e., February 24, 2021 to February 23, 2022 pre-war and from February 24, 2022 through February 23, 2023 post-war, respectively). Italian patient-users served as a quasi-control group relative to Ukrainian and Polish language users, given the lower perception of national risk from Russian military aggression.
Results: In 93,877 VT encounters, at least one MHS was reported. MHS reporting among Ukrainians and Poles increased 11.6% and 3.7%, respectively, after the first onset of the conflict (p<.05). Italian MHS reporting decreased 1.6%. Among Ukrainians, MHS reporting increased for 10 of 16 symptoms, the largest being suicidal thoughts/intent (158.7%), sleep disorder (45.7%), insomnia (32.9%), and irritability (20.7%) (all p<.05). Among Poles, reporting increased for 10 symptoms, including sleep disorder (52.2%), fear of dying (27.9%), insomnia (25.3%), and suicidal thoughts/intent (13.6%) (all p<.05).
Conclusions: Individuals in nations more directly exposed to and potentially impacted by the war reported higher levels of MHS to AI-based automated VT. Virtual triage offers a new vehicle for enhancing detection of MHS, and for potentially accelerating referral to in-person or virtual/telemedical mental healthcare services among displaced populations needing care in conflict areas.

Keywords

Virtual clinical triage/care referral / Symptom checker / Wartime mental health symptom reporting / Russia-Ukraine invasion/war/conflict / War refugees/displaced persons

Cite this article

Download citation ▾
A. Gellert George, Kabat-Karabon Aleksandra, Nowicka Anna, Price Tim, M Gabrych Martyna, L.Gellert Gabriel. Virtual triage reporting of mental health symptoms in Europe prior to and following the 2022 Russian invasion of Ukraine. International Journal of Healthcare, 2025, 11(1): 1-7 DOI:10.5430/ijh.v11n1p1

登录浏览全文

4963

注册一个新账户 忘记密码

References

[1]

Kalaitzaki AE, Tamiolaki A. Russia-Ukraine War: Jeopardizing the mental health gains already been obtained globally. Asian Jour-nal of Psychiatry. 2022; 78: 103285. PMid:36215875. https://doi.org/10.1016/j.ajp.2022.103285

[2]

Kalaitzaki AE, Tamiolaki A, Vintila M. The compounding effect of COVID-19 and war in Ukraine on mental health: A global time bomb soon to explode? Journal of Loss and Trauma. 2023; 28(3): 270-272. https://doi.org/10.1080/15325024.2022.2114654

[3]

Dragioti E, Li H, Tsitsas G, et al. A large-scale meta-analytic atlas of mental health problems prevalence during the COVID-19 early pandemic. J Med Virol. 2022; 94(5): 1935-1949. PMid:34958144. https://doi.org/10.1002/jmv.27549

[4]

Zhang SX, Batra K, Xu W, et al. Mental disorder symptoms dur-ing the COVID-19 pandemic in Latin America - a systematic re-view and meta-analysis. Epidemiol Psychiatr Sci. 2022; 31: e23. PMid:35438066. https://doi.org/10.1017/S2045796021000767

[5]

Zhang SX, Miller SO, Xu W, et al. Meta-analytic evidence of depres-sion and anxiety in Eastern Europe during the COVID-19 pandemic. Eur J Psychotraumatol. 2022; 13(1): 2000132. PMid:35186214. https://doi.org/10.1080/20008198.2021.2000132

[6]

Chaaya C, Devi Thambi V, Sabuncu Ö, et al. Ukraine-Russia crisis and its impacts on the mental health of Ukrainian young people dur-ing the COVID-19 pandemic. Annals of Medicine and Surgery. 2022; 79: 104033. PMid:35765517. https://doi.org/10.1016/j.amsu.2022.104033

[7]

Goto R, Pinchuk I, Kolodezhny O, et al. Mental health services in Ukraine during the early phases of the 2022 Russian invasion. The British Journal of Psychiatry. 2023; 222(2): 82-87. PMid:36458514. https://doi.org/10.1192/bjp.2022.170

[8]

Kurapov A, Pavlenko V, Drozdov A, et al. Toward an understand-ing of the Russian-Ukrainian war impact on university students and personnel. Journal of Loss and Trauma. 2022; 1-8. https://doi.org/10.1080/15325024.2022.2084838

[9]

Kurapov A, Kalaitzaki A, Keller V, et al. The mental health im-pact of the ongoing Russian-Ukrainian war 6 months after the Rus-sian invasion of Ukraine. Front Psychiatry. 2023; 14: 1134780. PMid:37575573. https://doi.org/10.3389/fpsyt.2023.1134780

[10]

Chudzicka-Czupała A, Hapon N, Chiang SK, et al. Depression, anxiety and post-traumatic stress during the 2022 Russo-Ukrainian war, a comparison between populations in Poland, Ukraine, and Taiwan. Sci Rep. 2023; 13(1): 3602. PMid:36869035. https://doi.org/10.1038/s41598-023-28729-3

[11]

Babicki M, Kowalski K, Mastalerz-Migas A. The outbreak of the 2022 Russo-Ukrainian war: Mental health of Poles and their attitude to refugees. Front Public Health. 2023; 11: 1155904. PMid:37427291. https://doi.org/10.3389/fpubh.2023.1155904

[12]

Riad A, Drobov A, Krobot M, et al. Mental health burden of the Russian-Ukrainian war 2022 ( RUW-22): Anxiety and depres-sion levels among young adults in Central Europe. Int J Environ Res Public Health. 2022; 19(14): 8418. PMid:35886269. https://doi.org/10.3390/ijerph19148418

[13]

Office for Foreigners. (2024). Report on Ukrainian citizens. Avail-able from: https://www.gov.pl/attachment/2afdb375-d952-478f-8288-73ab3fe32b83

[14]

Gellert GA, Kabat-Karabon A, Gellert GL, et al. The potential of virtual triage AI to improve early detection, care acuity alignment and emergent care referral of life-threatening conditions. 2024; Front Public Health: Digital Health. PMid:38807993.https://doi.org/10.3389/fpubh.2024.1362246

[15]

Gellert GA, Garber L, Kabat-Karabon A, et al. Using AI-based vir-tual triage to improve acuity-level alignment of patient care seeking in an ambulatory care setting. International J of Healthcare. 2024; 10(1): 41-50. https://doi.org/10.5430/ijh.v10n1p41

[16]

Office for Foreigners. (2024). Report on Ukrainian citizens. Avail-able from: https://www.gov.pl/attachment/2afdb375-d952- 478f-8288-73ab3fe32b83

[17]

Language and identity in Ukraine at the end of 2022.Available from: https://www.kiis.com.ua/?lang=eng&cat=reports&id=1173&page=1

[18]

Institute for Demography and Social Studies, NAS of Ukraine and State Statistic Committee of Ukraine. First all-national population census: Historical, methodological, social, economic, ethnic aspects. Kyiv, 2004.

[19]

Ukraine Population 1950-2024. Macrotrends. Available from: https://www.macrotrends.net/global-metrics/countri es/UKR/ukraine/population

AI Summary AI Mindmap
PDF (266KB)

128

Accesses

0

Citation

Detail

Sections
Recommended

AI思维导图

/