§ 瀏覽學位論文書目資料
系統識別號 U0002-2907202408395700
DOI 10.6846/tku202400591
論文名稱(中文) 基於虛擬實境與生成式人工智慧技術的數位心理健康應用開發與評估
論文名稱(英文) Development and Evaluation of a Digital Mental Health Application Based on Virtual Reality and Generative Artificial Intelligence Technologies
第三語言論文名稱
校院名稱 淡江大學
系所名稱(中文) 資訊管理學系碩士班
系所名稱(英文) Department of Information Management
外國學位學校名稱
外國學位學院名稱
外國學位研究所名稱
學年度 112
學期 2
出版年 113
研究生(中文) 凃朝享
研究生(英文) Chao-Hsiang Tu
學號 612630029
學位類別 碩士
語言別 繁體中文
第二語言別
口試日期 2024-06-01
論文頁數 86頁
口試委員 指導教授 - 鄭培宇(peiyu@gms.tku.edu.tw)
口試委員 - 簡佑丞
口試委員 - 徐煥智
口試委員 - 鄭培宇
關鍵字(中) 人機互動
AI心理輔導技術
LLM
大學生心理壓力
虛擬實境
虛擬聊天機器人
關鍵字(英) Human-Computer Interaction
AI Psychological Counseling Technology
LLM
College Student Psychological Stress
Virtual Reality
Virtual Chatbots
第三語言關鍵字
學科別分類
中文摘要
本研究旨在探討結合虛擬實境技術(VR)與生成式人工智慧(AI)技術,以紓解大學生心理壓力的應用效果。隨著心理健康問題的日益凸顯,尤其是在大學生群體中,尋找有效的紓解壓力方法變得極為重要。虛擬實境技術因其沉浸式體驗的特色,被認為是一種具有潛力的壓力紓解工具。而生成式AI技術,透過創造個人化的互動體驗,有望進一步提升VR環境的效果。本研究將結合沉浸式VR,並利用生成式AI技術針對不同問題來進行個人化回答,旨在提供一種創新的心理壓力緩解方法。本研究也期望揭露這些技術如何相互共同作用,以達到有效減輕或舒緩大學生心理壓力之目的。研究結果將為未來在教育與心理健康領域的技術應用提供理論與影響。
英文摘要
This study aims to explore the effectiveness of integrating Virtual Reality (VR) and Generative Artificial Intelligence (AI) technologies in alleviating psychological stress among college students. As mental health issues become increasingly prominent, especially within the college student population, finding effective stress relief methods has become critically important. Virtual Reality technology, with its immersive experiences, is considered a potential tool for stress relief. Meanwhile, Generative AI technology, through creating personalized interactive experiences, is expected to further enhance the effectiveness of VR environments. This study will combine immersive VR, utilizing Generative AI technology to provide personalized responses to various issues, aiming to offer an innovative method for psychological stress relief. This research also seeks to unveil how these technologies interact with each other to effectively reduce or alleviate psychological stress among college students. The results of the study are expected to provide theoretical and practical implications for the application of technology in the fields of education and mental health.
第三語言摘要
論文目次
目錄	iii
圖目錄	vi
表目錄	vii
第一章 緒論	1
第一節 研究背景與動機	1
第二節 研究目的	4
第三節 研究問題	5
第四節 名詞解釋	6
第五節 本研究之重要性	7
第二章 文獻探討	9
第一節 大學生心理健康問題	9
第二節 常見心理健康處理方式	9
第2.2.1節 危機事件壓力減壓 Critical Incident Stress Debriefing (CISD)	10
第2.2.2節 心理急救Psychological First Aid (PFA)	10
第三節 人工智慧應用於心理諮商	11
第四節 虛擬實境結合心理諮商	14
第五節 生成式人工智慧	14
第2.5.1節 定義	14
第2.5.2節 技術的影響	15
第2.5.3節 應用的領域	15
第2.5.4節 限制	16
第六節 生成式人工智慧應用於數位心理健康	16
第三章 研究方法	18
第一節 研究對象	18
第二節 研究設計	18
第3.2.1節 系統介紹	18
第3.2.2節 評估工具	21
第三節 實驗設計	23
第3.3.1節 實驗階段	23
第3.3.2節 虛擬人物Prompts設定	26
第3.3.3節 Fine-Tuning資料	28
第3.3.4節 實驗操作說明	29
第四節 資料收集與方法	30
第四章 研究結果	32
第一節 問卷前、後測分析	32
第二節 敘述性統計分析	35
第三節 對話內容	39
第四節 滿意度分析	54
第五節 受試者主觀回饋	57
第五章 結論與未來展望	58
參考文獻	62
中文文獻	62
英文文獻	63
附錄一 前測問卷題目	69
第一部分:基本資料	69
第二部分:相關使用經驗	70
第三部分:心情溫度計簡式健康量表  BRIEF SYMPTOM RATING SCALE (BSRS-5)	70
第四部分:知覺壓力量表  PERCEIVED STRESS SCALE (PSS-10)	71
第五部分:通用健康問卷  GENERAL HEALTH QUESTIONNAIRE (GHQ-12)	72
第六部分:貝克抑鬱量表  BECK DEPRESSION INVENTORY (BDI)	73
附錄二 後測問卷題目	78
第一部分:基本資料	78
第二部分:心情溫度計簡式健康量表  BRIEF SYMPTOM RATING SCALE (BSRS-5)	79
第三部分:知覺壓力量表  PERCEIVED STRESS SCALE (PSS-10)	80
第四部分:通用健康問卷  GENERAL HEALTH QUESTIONNAIRE (GHQ-12)	81
第五部分:貝克抑鬱量表  BECK DEPRESSION INVENTORY (BDI)	82
第六部分:滿意度調查	86

圖目錄
圖 2 -  1 校園傳統式諮商預約流程	11
圖 3 -  1 Meta Studio 平台畫面	18
圖 3 -  2 Meta Studio系統架構圖	19
圖 3 -  3 Fine-Tuning架構圖 (本研究自行繪製)	19
圖 3 -  4 沉浸式環境A	20
圖 3 -  5 沉浸式環境B	20
圖 3 -  6 沉浸式環境C	21
圖 3 -  7 Meta Quest 3 圖片 (取自Meta官網)	23
圖 3 -  8 研究流程圖	26
圖 3 -  9 Fine-Tuning訓練JSON資料	29

表目錄
表 2 -  1 人工智慧應用於心理健康相關文獻整理	13
表 3 -  1 學生配戴Meta Quest 3 進行實驗	25
表 3 -  2 虛擬人物 Prompts 設定	27
表 3 -  3 實驗操作說明	30
表 4 -  1 問卷前、後測  成對樣本T檢定結果	32
表 4 -  2 問卷前、後測  獨立樣本T 檢定結果	35
表 4 -  3 受試者之基本資料分析表	37
表 4 -  4 受試者之使用經驗分析表	37
表 4 -  5 受試者對話節錄	54
表 4 -  6 受試者之滿意度分析表	55
表 4 -  7 受試者主觀回饋	58
參考文獻
中文文獻
[1].	Amazon Web Services, Inc.(n.d.)。什麼是生成式 AI?—AWS。取自 https://aws.amazon.com/tw/what-is/generative-ai/
[2].	未來城市@天下(2023)。吳恩達:生成式AI目前商業價值最小,未來三年將翻倍成長。https://futurecity.cw.com.tw/article/3227
[3].	林家興、黃佩娟(2013)。台灣諮商心理師能力指標建構之共識研究。教育心理學報,44(3),735–750。https://doi.org/10.6251/BEP.20121003
[4].	林彤(2020)。全球人工智慧法規與治理的發展趨勢。臺灣經濟研究月刊,43(2),39–48。https://doi.org/10.29656/TERM.202002_43(2).0006
[5].	遠見雜誌(2023)。與ChatGPT推手對談。遠見雜誌 - 前進的動力。https://www.gvm.com.tw/article/106498
[6].	莫少依(2023)。心理假,真的?假的?—從心理假看大學校園心理健康措施。臺灣教育評論月刊,12(6),123–128。
[7].	葉德豐、馮兆康、黃惠美、劉新莉、陳呈旭、黃建財、林川雄、黃麗玲(2022)。大學生面對新冠肺炎疫情風暴之衝擊、因應與心理健康研究。運動與遊憩研究,16(4),104–115。https://doi.org/10.29423/JSRR.202206_16(4).08
[8].	邱逸翔、盧俊宏(2013)。Cohen知覺壓力量表在運動情境內外的應用和研究發展。中華體育季刊,27(3),221–229。https://doi.org/10.6223/qcpe.2702.201309.1006
[9].	陳斐娟、陳易芬、何凱維(2022)。專業輔導人力對大專校院輔導工作影響之初探研究。中華輔導與諮商學報,63(63),111–146。https://doi.org/10.53106/172851862022010063004
 
英文文獻
[1].	Abd-alrazaq, A. A., Alajlani, M., Alalwan, A. A., Bewick, B. M., Gardner, P., & Househ, M. (2019). An overview of the features of chatbots in mental health: A scoping review. International Journal of Medical Informatics, 132, 103978. https://doi.org/10.1016/j.ijmedinf.2019.103978
[2].	Abd-Alrazaq, A. A., Alajlani, M., Ali, N., Denecke, K., Bewick, B. M., & Househ, M. (2021). Perceptions and opinions of patients about mental health chatbots: Scoping review. Journal of Medical Internet Research, 23(1), e17828. https://doi.org/10.2196/17828
[3].	Abubakar, A., & Fischer, R. (2012). The factor structure of the 12‐item General Health Questionnaire in a literate Kenyan population. Stress and Health, 28(3), 248–254. https://doi.org/10.1002/smi.1420
[4].	Bakar, A., Mejah, H., & Amat, S. (2020). Qualitative expert views’ on the feasibility of tele-counseling services in Malaysia. Journal of Education and E-Learning Research, 7(3), 270–276. https://doi.org/10.20448/journal.509.2020.73.270.276
[5].	Bharti, U., Bajaj, D., Batra, H., Lalit, S., Lalit, S., & Gangwani, A. (2020). Medbot: Conversational artificial intelligence powered chatbot for delivering tele-health after COVID-19. International Conference on Electronics and Sustainable Communication Systems (ICESC), 870–875. https://doi.org/10.1109/ICCES48766.2020.9137944
[6].	Brown, T. B., Mann, B., Ryder, N., Subbiah, M., Kaplan, J., Dhariwal, P., Neelakantan, A., Shyam, P., Sastry, G., Askell, A., Agarwal, S., Herbert-Voss, A., Krueger, G., Henighan, T., Child, R., Ramesh, A., Ziegler, D. M., Wu, J., Winter, C., ... Amodei, D. (2020). Language models are few-shot learners (arXiv:2005.14165). arXiv. https://doi.org/10.48550/arXiv.2005.14165
[7].	Browning, M. H., Larson, L. R., Sharaievska, I., Rigolon, A., McAnirlin, O., Mullenbach, L., Cloutier, S., Vu, T. M., Thomsen, J., & Reigner, N. (2021). Psychological impacts from COVID-19 among university students: Risk factors across seven states in the United States. PloS One, 16(1), e0245327. https://doi.org/10.1371/journal.pone.0245327
[8].	Butler, A. C., Chapman, J. E., Forman, E. M., & Beck, A. T. (2006). The empirical status of cognitive-behavioral therapy: A review of meta-analyses. Clinical Psychology Review, 26(1), 17–31. https://doi.org/10.1016/j.cpr.2005.07.003
[9].	Davenport, T., & Kalakota, R. (2019). The potential for artificial intelligence in healthcare. Future Healthcare Journal, 6(2), 94–98. https://doi.org/10.7861/futurehosp.6-2-94
[10].	Deng, W., Hu, D., Xu, S., Liu, X., Zhao, J., Chen, Q., Liu, J., Zhang, Z., Jiang, W., Ma, L., Hong, X., Cheng, S., Liu, B., & Li, X. (2019). The efficacy of virtual reality exposure therapy for PTSD symptoms: A systematic review and meta-analysis. Journal of Affective Disorders, 257, 698–709. https://doi.org/10.1016/j.jad.2019.07.086
[11].	Dessauvagie, A. S., Dang, H.-M., Nguyen, T. A. T., & Groen, G. (2022). Mental Health of University Students in Southeastern Asia: A Systematic Review. Asia Pacific Journal of Public Health, 34(2–3), 172–181. https://doi.org/10.1177/10105395211055545
[12].	Devlin, J., Chang, M.-W., Lee, K., & Toutanova, K. (2019). BERT: Pre-training of deep bidirectional transformers for language understanding (arXiv:1810.04805). arXiv. https://doi.org/10.48550/arXiv.1810.04805
[13].	Dingler, T., Kwasnicka, D., Wei, J., Gong, E., & Oldenburg, B. (2021). The use and promise of conversational agents in digital health. Yearbook of Medical Informatics, 30(01), 191–199. https://doi.org/10.1055/s-0041-1726510
[14].	Doerner, R., Broll, W., Grimm, P., & Jung, B. (2022). Virtual and augmented reality (VR/AR): Foundations and methods of extended realities (XR). Springer Nature. https://doi.org/10.1007/978-3-030-79062-2
[15].	Fiske, A., Henningsen, P., & Buyx, A. (2019). Your robot therapist will see you now: Ethical implications of embodied artificial intelligence in psychiatry, psychology, and psychotherapy. Journal of Medical Internet Research, 21(5), e13216. https://doi.org/10.2196/13216
[16].	Fitzpatrick, K. K., Darcy, A., & Vierhile, M. (2017). Delivering cognitive behavior therapy to young adults with symptoms of depression and anxiety using a fully automated conversational agent (Woebot): A randomized controlled trial. JMIR Mental Health, 4(2), e19. https://doi.org/10.2196/mental.7785
[17].	Freeman, D., Haselton, P., Freeman, J., Spanlang, B., Kishore, S., Albery, E., Denne, M., Brown, P., Slater, M., & Nickless, A. (2018). Automated psychological therapy using immersive virtual reality for treatment of fear of heights: A single-blind, parallel-group, randomised controlled trial. The Lancet Psychiatry, 5(8), 625–632. https://doi.org/10.1016/S2215-0366(18)30226-8
[18].	Freeman, D., Reeve, S., Robinson, A., Ehlers, A., Clark, D., Spanlang, B., & Slater, M. (2017). Virtual reality in the assessment, understanding, and treatment of mental health disorders. Psychological Medicine, 47(14), 2393–2400. https://doi.org/10.1017/S003329171700040X
[19].	Fulmer, R., Joerin, A., Gentile, B., Lakerink, L., & Rauws, M. (2018). Using psychological artificial intelligence (Tess) to relieve symptoms of depression and anxiety: Randomized controlled trial. JMIR Mental Health, 5(4), e9782. https://doi.org/10.2196/mental.9782
[20].	Geraets, C. N., Van der Stouwe, E. C., Pot-Kolder, R., & Veling, W. (2021). Advances in immersive virtual reality interventions for mental disorders: A new reality? Current Opinion in Psychology, 41, 40–45. https://doi.org/10.1016/j.copsyc.2021.02.004
[21].	Hatta, M. H., Sidi, H., Siew Koon, C., Che Roos, N. A., Sharip, S., Abdul Samad, F. D., Wan Xi, O., Das, S., & Mohamed Saini, S. (2022). Virtual reality (VR) technology for treatment of mental health problems during COVID-19: A systematic review. International Journal of Environmental Research and Public Health, 19(9), Article 9. https://doi.org/10.3390/ijerph19095389
[22].	Himle, J. A., Weaver, A., Zhang, A., & Xiang, X. (2022). Digital mental health interventions for depression. Cognitive and Behavioral Practice, 29(1), 50–59. https://doi.org/10.1016/j.cbpra.2020.12.009
[23].	Howard, J., & Ruder, S. (2018). Universal language model fine-tuning for text classification (arXiv:1801.06146). arXiv. https://doi.org/10.48550/arXiv.1801.06146
[24].	Jiang, F., Jiang, Y., Zhi, H., Dong, Y., Li, H., Ma, S., Wang, Y., Dong, Q., Shen, H., & Wang, Y. (2017). Artificial intelligence in healthcare: Past, present and future. Stroke and Vascular Neurology, 2(4), 230-243. https://doi.org/10.1136/svn-2017-000101
[25].	Kadison, R., & DiGeronimo, T. F. (2004). College of the overwhelmed: The campus mental health crisis and what to do about it. Jossey-Bass.
[26].	Kessler, R. C., Amminger, G. P., Aguilar-Gaxiola, S., Alonso, J., Lee, S., & Üstün, T. B. (2007). Age of onset of mental disorders: A review of recent literature. Current Opinion in Psychiatry, 20(4), 359–364. https://doi.org/10.1097/YCO.0b013e32816ebc8c
[27].	Lai, C.-C., Chen, S.-Y., Yen, M.-Y., Lee, P.-I., Ko, W.-C., & Hsueh, P.-R. (2021). The impact of COVID-19 preventative measures on airborne/droplet-transmitted infectious diseases in Taiwan. Journal of Infection, 82(3), e30–e31. https://doi.org/10.1016/j.jinf.2020.11.029
[28].	Lee, J.-I., Wu, C.-Y., Lee, M.-B., Chan, C.-T., Liao, S.-C., & Chen, C.-Y. (2023). Psychological distress predicted one-year non-fatal re-attempts among suicide attempters in Taiwan: A nationwide population-based cohort during 2019-2021. Journal of Suicidology, 18(2), 569–578. https://doi.org/10.30126/JoS.202306_18(2).0011
[29].	Li, H., Zhang, R., Lee, Y.-C., Kraut, R. E., & Mohr, D. C. (2023). Systematic review and meta-analysis of AI-based conversational agents for promoting mental health and well-being. NPJ Digital Medicine, 6(1), Article 1. https://doi.org/10.1038/s41746-023-00979-5
[30].	Lilienfeld, S. O. (2007). Psychological treatments that cause harm. Perspectives on Psychological Science, 2(1), 53–70. https://doi.org/10.1111/j.1745-6916.2007.00029.x
[31].	Lipinski, A. J., Lewin, R. K., Free, B. L., Burkley, J. G., Majeed, R., & Beck, J. G. (2021). Exploring ambivalent rape acknowledgment and posttraumatic stress symptoms among college women who have experienced rape: What’s in a name? Journal of Anxiety Disorders, 80, 102389. https://doi.org/10.1016/j.janxdis.2021.102389
[32].	Liu, H., Tam, D., Muqeeth, M., Mohta, J., Huang, T., Bansal, M., & Raffel, C. (2022). Few-shot parameter-efficient fine-tuning is better and cheaper than in-context learning (arXiv:2205.05638). arXiv. https://doi.org/10.48550/arXiv.2205.05638
[33].	Martens, M. A., Antley, A., Freeman, D., Slater, M., Harrison, P. J., & Tunbridge, E. M. (2019). It feels real: Physiological responses to a stressful virtual reality environment and its impact on working memory. Journal of Psychopharmacology, 33(10), 1264–1273. https://doi.org/10.1177/0269881119860156
[34].	Mesko, B. (2023). The ChatGPT (generative artificial intelligence) revolution has made artificial intelligence approachable for medical professionals. Journal of Medical Internet Research, 25(1), e48392. https://doi.org/10.2196/48392
[35].	North, M. M., North, S. M., & Coble, J. R. (1996). Effectiveness of virtual environment desensitization in the treatment of agoraphobia. Presence: Teleoperators and Virtual Environments, 5(3), 346–352. https://doi.org/10.1162/pres.1996.5.3.346
[36].	Oh, K.-J., Lee, D., Ko, B., & Choi, H.-J. (2017). A chatbot for psychiatric counseling in mental healthcare service based on emotional dialogue analysis and sentence generation. International Conference on Advances in Computer Science and Engineering (ICACE), 371–375. https://doi.org/10.1109/MDM.2017.64
[37].	Pot-Kolder, R., Veling, W., Geraets, C., Lokkerbol, J., Smit, F., Jongeneel, A., Ising, H., & Van Der Gaag, M. (2020). Cost-effectiveness of virtual reality cognitive behavioral therapy for psychosis: Health-economic evaluation within a randomized controlled trial. Journal of Medical Internet Research, 22(5), e17098. https://doi.org/10.2196/17098
[38].	Romppel, M., Braehler, E., Roth, M., & Glaesmer, H. (2013). What is the General Health Questionnaire-12 assessing?: Dimensionality and psychometric properties of the General Health Questionnaire-12 in a large scale German population sample. Comprehensive Psychiatry, 54(4), 406–413. https://doi.org/10.1016/j.comppsych.2012.10.010
[39].	Rume, T., & Islam, S. D.-U. (2020). Environmental effects of COVID-19 pandemic and potential strategies of sustainability. Heliyon, 6(9), e04965. https://doi.org/10.1016/j.heliyon.2020.e04965
[40].	Scoglio, A. A., Reilly, E. D., Gorman, J. A., & Drebing, C. E. (2019). Use of social robots in mental health and well-being research: Systematic review. Journal of Medical Internet Research, 21(7), e13322. https://doi.org/10.2196/13322
[41].	Shankar, N. L., & Park, C. L. (2016). Effects of stress on students’ physical and mental health and academic success. International Journal of School & Educational Psychology, 4(1), 5–9. https://doi.org/10.1080/21683603.2016.1130532
[42].	Singh, S., Roy, D., Sinha, K., Parveen, S., Sharma, G., & Joshi, G. (2020). Impact of COVID-19 and lockdown on mental health of children and adolescents: A narrative review with recommendations. Psychiatry Research, 293, 113429. https://doi.org/10.1016/j.psychres.2020.113429
[43].	Slater, M. (2009). Place illusion and plausibility can lead to realistic behaviour in immersive virtual environments. Philosophical Transactions of the Royal Society B: Biological Sciences, 364(1535), 3549–3557. https://doi.org/10.1098/rstb.2009.0138
[44].	Tay, J. L., Xie, H., & Sim, K. (2023). Effectiveness of augmented and virtual reality-based interventions in improving knowledge, attitudes, empathy and stigma regarding people with mental illnesses—A scoping review. Journal of Personalized Medicine, 13(1), Article 1. https://doi.org/10.3390/jpm13010112
[45].	Vaidyam, A. N., Wisniewski, H., Halamka, J. D., Kashavan, M. S., & Torous, J. B. (2019). Chatbots and conversational agents in mental health: A review of the psychiatric landscape. The Canadian Journal of Psychiatry, 64(7), 456–464. https://doi.org/10.1177/0706743719828977
[46].	Van ’T Wout-Frank, M., Arulpragasam, A. R., Faucher, C., Aiken, E., Shea, M. T., Jones, R. N., Greenberg, B. D., & Philip, N. S. (2024). Virtual reality and transcranial direct current stimulation for posttraumatic stress disorder: A randomized clinical trial. JAMA Psychiatry. https://doi.org/10.1001/jamapsychiatry.2023.5661
[47].	Verywell Mind. (2023). Critical incident stress debriefing: What is it? Verywell Mind. https://www.verywellmind.com/what-is-critical-incident-stress-debriefing-cisd-6455854
[48].	Wang, Y.-P., & Gorenstein, C. (2021). Chapter 16 - The Beck depression inventory: Uses and applications. In C. R. Martin, L.-A. Hunter, V. B. Patel, V. R. Preedy, & R. Rajendram (Eds.), The neuroscience of depression (pp. 165–174). Academic Press. https://doi.org/10.1016/B978-0-12-817933-8.00020-7
[49].	Wei, Y., Szumilas, M., & Kutcher, S. (2010). Effectiveness on mental health of psychological debriefing for crisis intervention in schools. Educational Psychology Review, 22, 339–347. https://doi.org/10.1007/s10648-010-9139-2
[50].	Wiebe, A., Kannen, K., Selaskowski, B., Mehren, A., Thöne, A.-K., Pramme, L., Blumenthal, N., Li, M., Asché, L., Jonas, S., Bey, K., Schulze, M., Steffens, M., Pensel, M. C., Guth, M., Rohlfsen, F., Ekhlas, M., Lügering, H., Fileccia, H., ... Braun, N. (2022). Virtual reality in the diagnostic and therapy for mental disorders: A systematic review. Clinical Psychology Review, 98, 102213. https://doi.org/10.1016/j.cpr.2022.102213
[51].	Yu, K.-H., Beam, A. L., & Kohane, I. S. (2018). Artificial intelligence in healthcare. Nature Biomedical Engineering, 2(10), 719–731. https://doi.org/10.1038/s41551-018-0305-z
[52].	Zhai, Y., & Du, X. (2020). Addressing collegiate mental health amid COVID-19 pandemic. Psychiatry Research, 288, 113003. https://doi.org/10.1016/j.psychres.2020.113003
[53].	Zhong, X., Jin, X., Yan, L., Yang, L., Long, H., Wang, J., Wang, H., Liu, Y., Pu, J., Xie, P., & Ji, P. (2022). Reliability and validity of General Health Questionnaire-12 in Chinese dental healthcare workers during the COVID-19 pandemic. Frontiers in Psychiatry, 12, Article 792838. https://doi.org/10.3389/fpsyt.2021.792838
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