Abstract
COVID-19 is the new face of pandemic. Since the discovery of COVID-19 in December 2019 in Wuhan, China, it has spread all over the world and the numbers are increasing day by day. Anyone can be susceptible to this infection but children, older adults, pregnant women, and people with comorbidity are more vulnerable. The spread of coronavirus resulted in closures of schools, businesses, and public spaces worldwide and forced many communities to enact stay at home orders, causing stress to all irrespective of their age, gender, or socioeconomic status. The sudden and unexpected changes caused by the outbreak of coronavirus are overwhelming for both adults and children, causing stress and evoking negative emotions like fear, anxiety, and depression, among different populations. The aim of the paper is to ascertain how stress during this pandemic inculcates various psychological health issues like depression anxiety, OCD, panic behavior, and so on. Further, the paper is an attempt to identify different general as well as population specific coping strategies to reduce the stress level among individuals and prevent various stress-induced psychological disorders with reference to different theories and research articles.
Keywords: COVID-19, mental health, stress, psychological disorder, coping strategies
COVID-19, also known as coronavirus disease, is a severe respiratory disease first discovered in Wuhan, China, in December 2019. Since then, it has spread globally. The World Health Organization declared it a “Public Health Emergency of International Concern” on the 30th of January 2020. There were more than 365,000 confirmed cases worldwide by October 2020 (World Health Organization, 2020). According to report by the Ministry of Health and Family Welfare, Government of India (2021), since the inception of COVID-19 in India, there were more than 10,130,000 cases till february 2021. Even though vaccination has started in India and many parts of the world, the COVID-19 cases are still increasing day by day. The common symptoms of coronavirus are fever, cough, shortness of breath, and in some cases no symptoms at all. Anyone can be susceptible to this infection but children, older adults, pregnant women, and people with comorbidity are more vulnerable to this virus (World Health Organization, 2020; National Institute of Mental Health and Neurosciences, 2020).
According to the National Institute of Mental Health and Neurosciences (NIMHANS, 2020) the sudden lockdown and restricted mobility, along with isolation and social distancing during the starting of the pandemic, has caused stress, boredom, irritation, adjustment disorder, frustration and aggressive behavior. The sudden drastic change in known usual life acted as a gateway for increasing mental illness. A study shows that any severe epidemic or outbreak in society generally has severe negative effects on the society as well on the lives of humans (Dodgen et al., 2002).
The unexpected outbreak of COVID-19 and its related consequences are causing severe changes in our lifestyle. These sudden changes can be overwhelming for both adults and children causing stress and evoking negative emotions like stress, fear, anxiety, depression among different populations. Several studies stated that the most prevalent mental health issues reported during the pandemic are stress, anxiety, fear, anger, insomnia, and denial. These issues were seen among different population groups ranging from children to older people, frontline workers, and people with pre-existing physical and mental health issues (Roy et al., 2020; Torales et al., 2020). Different studies found that stress, anxiety, and depression coincide with the COVID-19 pandemic and due to the ongoing pandemic, there is an increase in the prevalence rate of these mental health issues around the globe (Mohindra et al., 2020; Xiao et al., 2020).
A study comprising of 113,285 participants from India, China, Spain, Italy, and Iran revealed that among this surveyed population, the prevalence of depression, anxiety and stress was 20%, 35%, and 53%, respectively, during the pandemic and it seems to be increasing day by day (Lakhan et al., 2020). A similar study found prevalence of post-traumatic stress among the general population has increased from 23.88% to 24.84% during the pandemic (Cooke et al., 2020). A study on racial and ethnic disparity of stress and other mental health conditions during COVID-19 showed that Hispanic adults have four times higher prevalence of psychological stress and mental health issues than any other ethnic groups in the United States, along with increases in substance use and suicidal ideation (McKnight-Eily et al., 2021). Wu et al. (2020) reported in a study that life stress, especially stress associated with uncertainty, has led to mental health disorders. The higher the level of perceived uncertainty stress, the greater the prevalence of mental health disorders. The study further found that the prevalence of mental health disorders due to the COVID-19 pandemic was 22.8%.
Abbott (2021) investigated stress caused by the COVID-19 pandemic and its related consequences and found that there is an increase in prevalence of stress, anxiety, and depression in the U.S. population from 11% to 42% due to this pandemic. The surge in stress among people is also during the rise of new COVID-19 covariant cases. A recent study showed an association between high level of stress, anxiety, and sleep disturbance and the period of social distancing (Esteves et al., 2021).
Currently, several vaccines are being produced and vaccination has started, resulting in the discontinuation of lockdown orders in most countries. Educational institutions and workplaces are reopening and people are returning to the new normal life, maintaining social distancing. Recently Ministry of Health and Family Welfare (2021) reported a sudden surge during December 2020 in COVID-19 cases all over the world, due to a new covariant of COVID-19 virus that was first, testified by the Government of United Kingdom (UK) to World Health Organization (WHO). The new variants are reported to be more infectious and spread more easily among people. This is again aggravating the situation and increasing stress in people even after being vaccinated due to excessive fear and uncertainty.
Objectives
The objectives of this article are two-fold. First it explores how stress plays a significant role in increasing the number of mental health problems during this pandemic. Second, it tries to identify different general as well as population specific coping mechanisms for dealing with this stressful situation with reference to different theories (both on stress and coping) and research articles.
Methodology
This paper reviews secondary data available through conceptual models, various past journals, research papers, and other useful websites related to coronavirus pandemic and its psychological effect on people. Finally, the paper extensively reviews different articles related to psycho-social coping mechanisms to reduce stress level among individuals.
When conducting this review research, related articles were focused on and keywords like “coronavirus,” “coronavirus and mental health,” “COVID-19,” “stress,” “psychological disorder,” and “coping strategies” were used. In order to identify articles that focused on specific terms like, “stress,” “pandemic and mental health,” “depression,” “anxiety,” “post-traumatic stress disorder,” and other related terms were used. The databases that were used for identifying related articles were Google Scholar, Medline, PubMed, NCBI (National Center for Biotechnology Information), and various other journals. Figure 1
The systematic review started with 1137 articles, which were screened and reviewed and some were removed on different grounds. Finally, 106 articles were selected for the review article based on aims and objectives of the paper. The selection process of different articles is shown in the following PRISM flow chart. Finally, conclusions have been made on the basis of findings from different reviewed articles. Figure 2
Section 1
Theories of Stress
Hans Selye’s theory
In the year of 1930s, 1940s, and 1950s, Han Selye elaborated on the Walter Cannon’s theory of fight-or-flight reaction to stress and named it general adaptation syndrome (GAS). In this theory, Han Selye explained GAS as a physiological reaction to stress consisting of three stage reactions, namely: alarm reaction stage, resistance stage, and exhaustion stage (Selye, 1956). When a person faces a stressful situation, alarm reaction stage is initiated. During this stage the body prepares itself for fight-or-flight reaction and makes the necessary physiological changes in body. If the stressor persists, the body progress to the second stage (the resistance stage), where the body reacts in an opposite way of alarm reaction and tries to repair the body from any damage. If the stressor still continues, in the third stage (exhaustion stage), the body’s energy is depleted and the person succumbs to various mental and physical health issues caused by the extreme stress. Selye (1991) further stated that prolonged exposure to extreme stress can cause mental and physical illness, or even death.
The transactional model of Stress
The transactional model of stress developed by Lazarus and Folkman (1984) explained that the feeling of stress is cumulative in nature. The amount of stress we experience is the result of our thoughts, feelings, emotions, and behaviors attached with our evaluation of our external and internal demands. When the demands of the external and internal environment exceed the resources we possess, it causes stress. If the situational demands are more than that of the available resources, it causes stress in multiple ways: acute, episodic or intermittent, and chronic, which further result in physical and mental dysfunction.
Conservation of resources (COR) theory
This theory (Hobfoll, 1989) proposed a framework of stress and what resources are needed to be conserved for physical and mental well-being, in the face of stressors. According to COR theory, the primary motive of human beings is to conserve resources and tools that would help to maintain their overall well-being. COR states that there are four primary kinds of resources (e.g., objects, conditions, personal characteristics, and energies) that help in fostering and protecting well-being. It proposes that individuals lacking in resources will be more vulnerable to experience stress and those with abundant resources will be resilient to stress (Hobfoll et al., 1996).
Holmes and Rahe’s model of stress
Holmes and Rahe’s (1967) developed a model of stress associated with major life changes, which cause stress and ultimately may result in illness. The model states that there is a positive correlation between stress inducing major life changes and illness. In other words, with an increase in major life events, there is greater likelihood of developing subsequent illness.
Stress-disease model
According to the stress-disease model by Kagan and Levi (1971), there are several components explain how stress can lead to disease. First, stressors or stressful situations (both social or psychological stressors), second, the individual psychobiological programming (genetic and predisposing factors, learning, and previous experiences), third, how an individual reacts to stress. When the three components work together, it leads to the fourth component, that is, precursors of disease, which ultimately leads to the final outcome which is physical illness. This model explains how different physiological pathways can act as a mediator between stress and physical illness/disease (Levi & Kagan, 1971).
Stress-Induced Mental Health Problems During COVID-19
Humans are social animals and it is a human tendency to establish social interactions with others. Due to COVID-19, our social interactions have been cut down, thus resulting in psychological distress (Usher et al., 2020). Brodeur et al. (2004) revealed that the pandemic is severely affecting our mental health and there is an increase in web searches for loneliness, anxiety, depression, suicide, and divorce. Similarly, other studies also showed that epidemic and post-epidemic situations can cause psychological problems like stress, anxiety, and stigma as well as long lasting effects like post-traumatic stress symptoms and physical conditions like migraines and headaches (Bhugra, 2004; Brooks et al., 2020; Cheng et al., 2004; Duan & Zhu, 2020; Fan et al., 2015). Post-traumatic stress disorder is a serious concern in the times of the COVID-19 pandemic, and females were found to be more prone psychological problems (Alshehri et al., 2020; Bridgland et al., 2021).
In a recent study, Dubey et al. (2020) revealed that the current pandemic situation has not only affected the health of people but also badly affected the economy of the country. It has caused fear amongst people, which they have termed as “coronaphobia.” Many studies have revealed that stress, anxiety, fear, depression, and other psychological disorders are very commonly experienced during pandemic situations. The pandemic stress has a devastating effect on mental health (Kumar & Nayar, 2021; Montano & Acebes, 2020; Van Bortel et al., 2016). Many studies over the past few decades proved that the impact of psychological stress is harmful for the immune system and the body’s response to vaccines, and these findings are applicable for COVID-19 vaccine as well (Madison et al., 2021; Xiang et al., 2020).
A study by Shrilatha and Durga (2020) revealed that during this pandemic there was a rise in the use of social media and smartphones to is more than four hours a day, and the most used app was found to be WHATSAPP. Along with the increase in social media use, the use of other apps like ZOOM and HOUSE PARTY are also increasing since people are working from home (Chanchani & Mishra, 2020). Even though social media helps in connecting with others from home, still there is a big disadvantage to it. During the coronavirus pandemic, social media is overloaded with misinformation and rumors that create more stress, fear, and panic among all (Kumar & Nayar, 2021). Fear of COVID-19 due to misinformation results in the spread of maladaptive, obsessive-compulsive behaviors. Fear of contamination and regular washing of hands are common symptoms of OCD. Stress during COVID-19 and unavailability of proper treatment and therapy can lead to initiation and maintenance of OCD (Adams et al., 2018).
The study of Kashif et al. (2020) revealed that along with the spike in screen usage, there has been a spike in cyber-crime during the coronavirus period. It has been further reported that personal data have also been stolen and hacked. Similar studies showed that there has been an increase in the number of cyber-crimes and cyber frauds since the first case of coronavirus in China and cyber fraud can lead to fear, panic, and stress (Gross et al., 2016; Lallie et al., 2020). At such critical times, when hard earned money is lost, it can cause mental distress that may further develop severe psychological disorders. Hence financial loss and hardships can lead to psychological distress (Bradshaw & Ellison, 2020).
Increased stress also plays a key role in substance abuse and addiction (Sinha, 2001), and the stress, anxiety, and increased isolation lead people to indulge in use of psychoactive substances (like smoking, drugs, and alcohol drinking) and other substance dependent behaviors (like excessive use of social media, online gaming, and pornography). This results in substance abuse disorders during the pandemic (Clay & Parker, 2020; Columb et al., 2020).
According to the WHO (2020), due to the current pandemic and related measures taken to control it like social distancing, lockdown, etc., there has been a rise in the hazardous use of alcohol and drug, as well as suicidal ideation and attempts. Similarly, studies by Cheung et al. (2008) and Gardner et al. (2020) showed that pandemics can increase the rate of suicide among older adults. Not only isolation and loneliness but also death of a near one from COVID-19 are also risk factors for the suicidal ideation of an individual (Sahoo et al., 2020). Figure 3
Section 2
Theories of Coping
Haan’s model of coping, defense, and fragmentation
Norma Haan (1963) proposed a triarchic model of coping and described how the ego processes different stressors of daily life by using coping, defense, and fragmentation. She proposed in her model that “ego process” is a psychological approach in dealing with the stressors of daily life, which ultimately helps in sustaining a realistic connection with the self and the environment (Haan, 1969). Haan (1993) defined three ways of dealing with stressors: coping, defense, and fragmentation. Coping is an effort to overcome the hardships of life by reaching out and within self for resources. Defense is an unconscious mechanism that greatly helps in reducing anxiety from harmful stimuli. Fragmentation is a method to adapt or accept failure when the stress is too extreme to handle/cope and may result in psychotic behavior. Thus, by controlling belief or behavior (defense), an individual can cope with the stressors, whereas when coping or defense fails, fragmentation occurs (Haan, 1977).
Lazarus and Folkman’s theory of coping
Lazarus and Folkman propounded a theory of coping with stress (Folkman & Lazarus, 1885, 1991; Lazarus & Folkman, 1984), and the theory emphasized how coping transactionally interacts with cognition and emotion. According to the theory (Lazarus & Folkman, 1987), there are two types of coping, namely: problem-focused coping and emotion-focused coping. Problem-focused coping deals with focusing with the problem, planning, and taking action and steps proactively about the problem, which may include gathering resources, seeking social support, or taking action to change or to overcome the problematic situation. On the contrary, emotion-focused coping deals with focusing more on the emotions, while dealing and managing the emotions caused due to the stressors. Emotions can be dealt by meditation, yoga, venting out frustrations, focusing on the positive, etc. Folkman (2013) explained that coping involves resorting to both cognitive and behavioral responses to manage the internal and external stressors.
The Hardiness Theory
Kobasa (1979) had defined hardiness as a personality type that helps in overcoming stress related illness. Hardiness is a general feeling of being satisfied with the environment. Maddi and Kobasa’s (1984), hardiness theory of coping emphasizes that a hardy person would view stressful or challenging situations as a meaningful and interesting situation and an opportunity for personal growth. Such kind of outlook towards challenges helps people to remain healthy during stress. According to the theory, there are three ways to adhere to hardiness as coping: First, “controlling” the beliefs that can influence their environment; second, “commitment” and deep involvement in their tasks and duties; third, viewing “challenges” as an opportunity for growth and working for it.
The sense of coherence theory
Sense of coherence (SOC) (Antonovsky, 1987) refers to a coping technique to deal with life stressors and emotional distress. It a feeling of confidence that both internal and external environment are predictable. According to the sense of coherence theory, there are three elements that are necessary for coping with daily life stressors: comprehensibility, manageability, and meaningfulness. People with weak SOC have a pessimistic outlook that things will go wrong in the end, whereas people with strong SOC have a good understanding of life and anticipate that all will turn good in the end. By successfully applying the elements of coherency, it is possible to cope with stress without hampering the physical health.
Stress and coping social support theory
The stress and coping social support theory by Cohen and Wills (1985) explained that social support acts as a coping method that protects the people from the stresses of life and the harmful physical effect of stressors. The theory further suggests that social support promotes adaptive appraisal and coping techniques in dealing with stressful events (Thoits, 2010). According to Glanz et al. (2015) there are four types of social support that assist in coping with stress: emotional support comprising love, care, understanding; information support referring to information, guidance, and counseling; appraisal support referring to providing evaluative help; and finally, instrumental support referring to the physical or action-oriented help.
Suggestive Coping Strategies (General and Specific) During Pandemic
General psycho-social coping techniques
According to various reports by International and National Institutes, like Ministry of Health and Family Welfare, Government of India, 2021; National Institute of Mental Health & Neurosciences (NIMHANS), 2020 and World Health Organization, 2020, different psychological coping strategies have been suggested to reduce stress levels among individuals and to prevent various psychological disorders. COVID-19 has increased people's psychological burden and caused severe stress, which has challenged the resilience and coping ability to overcome hardships (Polizzi et al., 2020). So, it is very requisite of the moment to foster and practice some psycho-social coping strategies to overcome stresses associated with COVID-19.
1. Psycho-education refers to educating people about various psychological disorders and their consequences. A study showed that psycho-education has helped people to deal with psychological disorders more successfully than those who were not given psycho-education (Vieta, 2005).
2. Acceptance is an important coping mechanism to deal with stressors. If acceptance of the prevailing circumstances is not there, then it can lead to a negative coping strategy known as denial, which is very dangerous. In denial, the person will not follow any guidelines and it may affect others as well. One study shows that acceptance is a good way to cope with stressors and their harmful physical effects (Lindsay et al., 2018).
3. Practice Positive Thinking. One negative thought leads to another and it creates a chain reaction of negative thoughts. To break this cycle, positive thinking practice should be adopted. Positive thinking refers to the process of focusing on positive emotions and positive behavioral habits. One study on positive thinking shows that it helps in coping with stress, anxiety, and other psychological disorders as well (Naseem & Khalid, 2010).
4. Cognitive redefinition is a psychological coping strategy to redefine or change the way we see, perceive, and feel about any situation or events. Instead of perceiving this current pandemic situation as something very stressful, cognitive redefining can help in perceiving this as time to reconnect with family and to indulge in creative activities and self-care. One study shows that cognitive redefinition or change in mindset is helpful in dealing with stressful situations (Crum et al., 2013).
5. Limiting Social Media and News. According to The Centers for Disease Control and Prevention, too much information and news about the COVID-19 pandemic can be overwhelming and upsetting, and it can cause panic among the people. So, it has been suggested to limit social media use and listening/reading news about the current pandemic situation. It has also been suggested by WHO to read about it from trusted sources only, as, factual information can help lessen fear and panic.
6. Proper Sleep Hygiene. The current pandemic situation is very crucial for everyone and it is very important to be biologically fit so as to reduce the risk of COVID-19 and its associated issues. Studies proved that having proper sleep hygiene can help in dealing with stress, anxiety, mood disturbances, and other mental health problems associated with the current pandemic (Jakupcak et al., 2020; Thoits, 2010).
7. Physical Fitness. It has been reported that regular physical exercise not only boosts physical health but also helps in mental health by reducing stress, anxiety, and depression. It would be helpful to do regular physical exercises at home during this pandemic to stay fit both physically and mentally (Altena et al., 2020; Muraki et al., 1993; Sunder et al., 2020).
8. Spending Time on Hobbies. Currently, we are either locked at home or have restricted mobility due to the pandemic situation. So, there is an immense amount of time for us at home now. We can utilize the time by indulging in various activities like cooking, painting, gardening, etc. One study shows that people who indulges in hobbies in their leisure time are less likely to have mental health issues than those who do not have hobbies (Jeoung et al., 2013). Reports by NIMHANS advised people to indulge in various activities so as to distract themselves from the constant worrying about the situation.
9. Work life Balance. During the current COVID-19 outbreak when many people are working from home to avoid contamination, it has become very important to maintain work–life balance. Work–life balance is the process of maintaining a proper balance between work and other activities of daily life in a way that one does not hamper the other. Studies also prove that maintaining a proper work life balance boosts positive mental health and reduces anxiety and depression among employees (LaBrie et al., 2010).
10. Healthy Daily Routine. Day-to-day routines have been disrupted during the COVID-19 pandemic, and it negatively hampers our both physical and mental health. Various reports show that unhealthy life styles impede our physical and mental health whereas healthy lifestyle like eating healthy, getting enough sleep, focusing on positive thoughts, etc. can boost healthy mind and body (Haar et al., 2014; Takeda et al., 2015).
11. Mindfulness Practice. Mindfulness refers to the state of physical and mental awareness of a person, without being affected by the surroundings. There are various mindfulness techniques like meditation, physical exercise, yoga, guiding imagery and spiritual practices. Studies also show that mindfulness practices help in dealing with mental and emotional disorders and also boost physical health (Call et al., 2014; Koenig, 2010; Mayo Clinic, 2020; Melnyk et al., 2006).
12. Following Government Guidelines. It is being advised all the time to follow the Government guidelines to curb the COVID-19 outbreak. Some of the guidelines by the Ministry of Health and Family Welfare, Government of India suggest to maintain social distancing, wear face coverings whenever outside, wash hands using soap regularly and avoid public gathering.
13. Professional Help. Urgent professional help has to be sought if the person is not able to deal with the sudden life changes and if it is severely hampering their physical and mental health. If people are suffering from any kind of physical and emotional disorder, professional help like consulting a psychologist, counselor, or psychiatrist is advisable (Wang et al., 2020).
14. Avoid Stigmatization. There has been negative attitudes and stigma about mental health exist. Due to stigma attached to mental health and mental health care providers, people hesitate to express their mental turmoil or stress, which further leads to serious psychological conditions. So, it is suggested to avoid stigmatizing mental health or mental health professionals and seek help whenever needed (Yang, 2007).
15. Good Social Support. Studies reveal that people who have good social support are less likely to have any psychological disorders. People with good social networking will have less or no depression, suicidal thoughts, or suicidal risk in the future (Duan & Zhu, 2020). So, it is important to have good social support during this pandemic situation and to stay connected with family or friends through various online mediums.
Specific coping techniques
Besides the above-mentioned general coping strategies, which are suggested for everyone irrespective of any sociodemographic differences to cope up with a stressful life, there are certain coping techniques that are being followed by people belonging to specific age, gender, and community.
• Age Specific Coping. People of different age groups face different levels of stress, and hence, their coping techniques are different as well (Paykel, 1983). Cognitive behavior therapy seems to help in reducing PTSD, stress, depression, and anxiety among youth during periods of crisis and improves resilience (Chen et al., 2014) whereas, avoidant coping seems to escalate PTSD (McGregor et al., 2015). Youth also seem to apply approach coping and habitual coping styles (Steiner et al., 2002); active coping followed by social coping and avoidant coping style (Brown et al., 2015). Further studies revealed that older adults seem to prefer problem-focused coping in terms of stressful events (Chen et al., 2017); proactive coping (Pearman et al., 2021); adaptive and active strategies of coping (Kuria, 2012).
• Gender Specific Coping. Several studies have reported gender-differences in terms of coping strategies (Matud, 2004; Ptacek et al., 1994). Men seem to resort to approach coping style (Gan et al., 2009), problem-focused approach (Sinha & Latha, 2018; Tolor & Fehon, 1987), rational, detachment and rumination coping style (Matud, 2004), and cognitive hardiness (Beasley et al., 2003), whereas women are found to use emotion-focused coping style (Loukzadeh & Mazloom Bafrooi, 2013; Manna et al., 2007), avoidance coping style followed by approach coping style (Gan et al., 2009), planned-breather leisure coping method (Tsaur & Tang, 2012), active coping strategies (Lin, 2016), and social support (Linnabery et al., 2014).
• Community Specific Coping. There are variations in the use of coping strategies based on community and racial differences. White Americans are found to use approach behavior coping style, whereas African-Americans are more likely to use avoidance cognitive coping style (Anshel et al., 2009). Similarly, African-American young adults were found to resort to avoidance coping style in comparison to White young adults, who prefer problem-focused coping (Van Gundy et al., 2015). White women seem to use a self-directing coping style, whereas African-American women more often use religious coping (Ark et al., 2006).
Conclusion
COVID-19 is the new face of the pandemic, and it has put the whole world into a pause. It has become a threat to the entire civilization. The COVID-19 pandemic not only affects physical health but also severely affects the mental health of people, whether infected or not. Nationwide lockdowns, social isolation, and restricted mobility have increased the prevalence of mental health problems, and people all over the world are suffering from loneliness, feelings of helplessness, hopelessness, anxiety, stress, and adjustment disorder. Not only these, dependency on social media and alcohol and other psychoactive substances has increased, which further raises the incidents of domestic violence or intimate partner violence. So, healthcare providers should give attention to both physical and psychological well-being of the people. Hence, it is the need of the hour to follow all the physical measures suggested by the healthcare professionals to prevent COVID-19, along with practicing psycho-social coping strategies for better quality of life and overall sound health and well-being of the individual.
Footnotes
Declaration of Conflicting Interests: The author(s) declared no potential conflicts of interest with respect to the research, authorship, and/or publication of this article.
Funding: The author(s) received no financial support for the research, authorship, and/or publication of this article.
ORCID iD
Tatini Ghosh https://orcid.org/0000-0002-7221-9381
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