Skip to main content

[6월호, 2021년] #53 Hey Siri, Am I Depressed?: Digital Phenotyping and Mental Health - 7기 김유진

 

Hey Siri, Am I Depressed?:

Digital Phenotyping and Mental Health

7 김유진 (Yoojin Kim)

Mental Health in South Korea

https://theconversation.com/people-with-severe-mental-illness-live-shorter-lives-but-the-solution-isnt-simple-127397

 

According to a 2021 report by the Korea Development Institute (KDI), South Korea has placed number 35 out of the OECD’s 37 member countries in their happiness level: almost becoming the unhappiest country among them (Choi, 2021). The reasons included excessive working hours, economic inequality, poor air quality, and more. On top of that, the outbreak of COVID-19 has dramatically triggered Korean young adults to question their career futures, hence, increased the rate of depression, self-harming, and suicide (Ryall, 2020). Despite the Korean people’s poor mental state, however, the prevalence of depression diagnosis and adequate treatment is substantially low (3.1%) compared to the average of other countries (7.2%) (Kim et al., 2020). This is mainly due to Korea’s severe social stigma of mental illness stemmed from strong adherence to Confucianism and collectivism (Ran et al., 2021). Because Confucian principle “emphasizes individual will, spiritual strength, and self-discipline” (Chu, 2018), those with mental illness that deviate from the supposedly “strong-willed” majority are often discriminated against and labeled as outcasts. This explains why a lot of Koreans delay or avoid actively reaching out for professional help, which will sometimes lead to irreversible consequences like suicide. Therefore, it is imperative to come up with an aid that could break the barrier of important intervention.

 

Flattening the Curve: Introducing Digital Phenotyping

Digital phenotyping is “the moment-by-moment, in situ quantification[s] of the individual-level human phenotype using data from personal digital devices” (Huckvale et al., 2019). In other words, one’s smartphone or other wearable devices track and analyze the person’s activity to detect the presence of mental illness. Since the technology directly gathers the data without any middlemen like psychiatrists or survey questionnaires, it can help treatment-naïve patients with early diagnosis. The prospective patients will not have to go through overwhelming, unapproachable conventional diagnosis processes since digital phenotyping can unobtrusively measure one’s mood, thoughts, frequency of social interactions, and physical activities through social media activity, web browser search history, call/text history, and accelerometers/GPS, respectively (Jacobson et al., 2020).

https://www.semanticscholar.org/paper/Deep-Digital-Phenotyping-and-Digital-Twins-for-Time-Fagherazzi/c6cb97152ec730c37c726809d0cf024163abef44

 

This method of analysis is not only more accessible for the patients but also can yield a much more accurate diagnosis compared to the conventional diagnosis method. Usually, psychiatrists ask patients to fill out a survey that inquires the latter’s mood, thoughts, behaviors, and more. The result could often be flawed by the patients’ imprecise memory of their past and response bias (the tendency for a survey participant to respond falsely in a way that seems more socially acceptable or according to the perceived intention of the researcher by the participant), resulting in imprecise diagnosis and treatment. Digital phenotyping comes in handy for such a situation, since it can see through every bit and detail of one’s life. This raises a question, then: what are some dangers or limitations of this technology?

Just like any other innovative technology, digital typing is also a double-edged sword and has room for improvement. The first and foremost issue is the topic of privacy and security. Although the technology of digital tracing or collecting individual data has long been in commercial use, the approach of implementing it in a medical context is quite new; even the term "digital phenotyping" itself has only been coined and introduced to academia for few years. Hence, related regulations, especially ones regarding privacy and security are still lacking. Other concerns include accuracy, feasibility, economic efficiency, and more (Huckvale et al., 2019). Hopefully, though, pioneering services such as Beiwe and MindStrong Health on top of increasing research in academia forecast a promising prospect.

 

Next Steps

After all, for digital phenotyping technology to meet its full potential, multidisciplinary efforts are a must. Government should legislate up-to-date regulation regarding data usage and privacy while various stakeholders such as scientists, technicians, or businessmen diligently cooperate in research and development. Most importantly, increased awareness and acceptance of mental health issues by the public are essential for accelerating innovation.

Our brains are not much different from other organs: just as our stomach aches, our brain can of course hurt too. However, Korean society seems to find it particularly difficult to accept the fact. In the short future, hopefully, the advancement of digital phenotyping will render no brains left behind.

 

 

 

 

References

Choi, J. (2021, May 19). S. Korea among unhappiest countries in OECD. The Korea Herald. http://www.koreaherald.com/view.php?ud=20210519000126.

Chu, M. (2018, January 12). Why is mental health treatment sluggish in Korea? Korea Biomedical Review. https://www.koreabiomed.com/news/articleView.html?idxno=2342.

Huckvale, K., Venkatesh, S., & Christensen, H. (2019, September 6).  Toward clinical digital phenotyping: a timely opportunity to consider purpose, quality, and safety. npj Digital Medicine, 2 (88). https://doi.org/10.1038/s41746-019-0166-1

Jacobson, N., Summers, B., & Wilhelm, S. (2020, May 29). Digital Biomarkers of Social Anxiety Severity: Digital Phenotyping Using Passive Smartphone Sensors. Journal of Medical Internet Research, 22(5), e16875. https://doi.org/10.2196/16875

Kim, G., Jo, M., & Shin, Y. (2020, October 12). Increased prevalence of depression in South Korea from 2002 to 2013. Sci Rep, 10 (16979). https://doi.org/10.1038/s41598-020-74119-4

Ran, M., Hall, B., Su, T., Prawira B., Breth-Petersen, M., Li, X., & Zhang, T. (2021, January 7). Stigma of mental illness and cultural factors in Pacific Rim region: a systematic review. BMC Psychiatry, 21 (8). https://doi.org/10.1186/s12888-020-02991-5

Ryall, J. (2020, September 15). South Korea's soaring suicide, self-harm rates pinned on pandemic. DW.COM. https://www.dw.com/en/south-koreas-soaring-suicide-self-harm-rates-pinned-on-pandemic/a-54931167.

 

 

 

 

 


Comments

Popular Posts

[Research Team Insight #1] The A to Z of SDP Research Team

[10월호, 2020년] 세계시민의식과 SDGs에 대해 묻다: 강동렬 UN SDSN Youth Korea 총괄 인터뷰 - 4기 유재희, 이소정

 "개인의 움직임은 과연 얼마나 중요할까?" 위의 질문에서부터 본 인터뷰는 시작된다. SDP는 현재 지속가능발전 글로벌 리더가 되고자 거시적인 시각에서 에너지와 인프라에 관심을 가지고 활동하고 있다. 우리는 다양한 외부 기관으로부터 지지를 받으며 유의미한 성과를 내고 있지만, 혹 멀리서 커다란 모습에만 집중한 나머지 개개인이 일상에서 지속가능함을 위해 노력하는 미시적인 움직임을 놓치고 있는 것은 아닐까. 세계시민의식을 가지고 살아간다는 것은 어떠한 의미인지, 우리가 생활에서 실천할 수 있는 방법은 무엇일지 고민하게 되었다. 강동렬님은 세계시민교육가이자 지속가능발전활동가로, UN SDSN Youth Initiative 한국 총괄로 계시며 SDP의 활동에도 언제나 많은 도움을 아끼지 않으신다. SDP는 지난 8월, 재생에너지와 시민의식을 주제로 동렬님을 모시고 공개 세미나를 추진하였으나 코로나19 상황 악화로 인해 잠정 연기한 일이 있다. 우리의 질문과 맞닿아 있는 세미나를 기다리며, 동렬님이 중요하게 생각하시는 가치와 활동은 무엇인지 SDP가 작은 인터뷰를 통해 들어보고자 하였다. 4기 유재희, 이소정

[3월호, 2021년] #32 딥 페이크(Deep Fake)와 디지털 포렌식(Digital Forensic) - 7기 진희주

  딥 페이크(Deep Fake)와 디지털 포렌식(Digital Forensic) 7기 진희주 아래 사진 중 무엇이 실제 오바마의 사진일까 ? 네 장 모두 딥 페이크 기술을 통해 인공지능이 만든 오바마의 사진이다 . 딥 페이크 (Deep Fake) 는 Deep Learning 과 Fake 의 합성어이다 . 딥 페이크는 AI 를 이용해 특정인의 얼굴이나 목소리를 합성한 사진 , 영상 , 음성 편집물 및 그 기술을 통칭하는 단어이다 . 딥 페이크 기술은 새로운 유형의 신경망 ( 머신러닝 알고리즘 ) 발전으로 가능해졌다 .   딥 페이크 기술을 활용하면 유명인의 얼굴을 대역에 합성해 손쉽게 영상을 만들거나 세상에서 사라진 멸종 위기 종이나 과거의 사람들을 생생하게 재현할 수도 있게 된다 . 여러 사람의 얼굴을 통해 가상의 얼굴을 제작하여 사용하거나 스타일 트랜스퍼 (Style transfer) [1] 를 활용해 겨울을 여름으로 , 또는 화창한 날을 비 오는 날로 묘사하는 등 이미지의 환경적 맥락을 바꿀 수 있는 등 딥페이크 기술의 영상 • 사진 산업 분야의 활용도와 가치는 무궁무진하다 .   하지만 딥 페이크는 엄청난 힘에 걸맞게 악용 가능성이 높아 그 위험성에 대한 논란이 최근 활발하게 이뤄지고 있다 . 대표적인 악용사례는 유명 연예인을 합성한 불법 포르노 , 전•현직 대통령의 얼굴을 합성한 가짜뉴스 영상 등으로 사회를 큰 혼란에 빠뜨릴 수 있음을 보여준다 . 딥 페이크 범죄의 대상은 유명인을 넘어 점차 일반인에게까지 확장되고 있다 . 헤어진 연인 , 또는 지인의 얼굴을 다른 나체 사진이나 성인물 동영상과 합성하여 만든 딥 페이크 제작물을 온라인 상에서 유통하거나 이를 통해 협박하는 등 딥 페이크 영상은 점차 심각한 사회적 문제로 대두되고 있다 . 2019 년 4 월 국내에서 큰 논란이 되었던 텔레그램 N 번방 사건에서도 딥페이크를 악용한 사진이 거래 , 유포된 정황이 확인되어 그 심각성이 전면으로 드러나게 되었다 .   딥 페이크 기

[11월호, 2020년] Countermeasures against urbanization: Air pollution in Seoul - 5기 함이수

Countermeasures against urbanization: Air pollution in Seoul 55% of the world population resides in urban areas as of 2018, according to a UN report. The overly populated urban population has given rise to problems that people were not aware of in the past. Especially, the impacts of urbanization on the environment are slow to be seen thus has been accumulating, invisible to the human eye. What has been done to address these problems? Furthermore, how should we approach these issues henceforward?

[Research Team Insight #2] Project MaPPPing and the role of Research Team - 5기 권경민, 6기 김예빈

1.       What is Project MaPPPing   SDP is constituted of students who have great interest in sustainable development, and we refer to the SDG goals articulated by the UN as the global standard for sustainable development. This year, we have specifically focused on goal number 9 and 11 that emphasizes the role of infrastructure in sustainable development [1] . We believe that sustainable and resilient infrastructure is at the heart of sustainable growth, so we have launched a project called Project MaPPPing in December 2019.