key: cord-0748047-vugicdcj authors: Fransson, E.; Karalexi, M.; Kimmel, M.; Brann, E.; Kollia, N.; van Zoest, V.; Nordling, E.; Papadopoulos, F. C.; Skalkidou, A. title: Mental health among pregnant women during the pandemic in Sweden, a mixed methods approach using data from the Mom2B mobile application for research date: 2020-12-20 journal: nan DOI: 10.1101/2020.12.18.20248466 sha: f0d31cc64a659f02d2317b2d669013227ba8346b doc_id: 748047 cord_uid: vugicdcj Public health emergencies such as the coronavirus (SARS-CoV-2) pandemic have significant impact on mental health, and have been shown to impact on already prevalent affective disorders during and after pregnancy. The aim of this study was to utilize modern tools to assess depressive and anxiety symptoms, as well as wellbeing and life changes in pregnant women during the pandemic in Sweden, where no lockdown has been in place. Data from the Mom2B, a national ongoing mobile application-based study of pregnant and newly-delivered women were utilized. Participants (n= 1345) filled out self-report screeners of depression, anxiety and wellbeing. Questions about COVID symptoms and effects on life and health care were added from March 2020. Movement data was collected using the phone's GPS sensor. Mood scores were compared with throughout the months of 2020 and to the levels of a previous collected material. Highest levels of depression and anxiety were evident in April and October 2020. Symptoms were higher among those feeling socially isolated, but not for those infected or with symptomatic family members. Wellbeing and mobility were strongly positively correlated and were lowest in April. Women reported on cancelled healthcare appointments and worry about their partners being absent from the delivery. The Mom2B application enabled gathering information at a national level in real-time as the pandemic has been evolving. Levels of perinatal affective symptoms and low wellbeing were elevated compared with previous years as well as with months with fewer cases of SARS-Cov-2. Similar applications can help healthcare providers and governmental bodies to in real time monitor high-risk groups during crises, as well as to adjust measures and the support offered. The coronavirus disease 2019 has led to a huge healthcare crisis with significant sequelae, spreading to nearly all countries; the global death toll exceeds 1 million and the number of confirmed cases more than 50 million people (1). Beyond other adverse effects, the disease has posed significant threats in mental health with recent studies reporting an increase by 15-30% in anxiety and depression globally, whereas the infection itself may also affect the nervous system, and cause symptoms of mental illness (2, 3) . Notably, patients with a recent mental disorder diagnosis show increased risk for COVID 19 infection (4) . Importantly, the mental health effects of COVID-19 are expected to persist even after a vaccination is established, because of the neurologic sequelae of the disease, trauma of illness, loss of loved ones, and increased stress due to financial restraints. Especially among pregnant women, recent studies in the US, China, Japan and Turkey have shown an increase by 25-50% in peripartum anxiety and depressive symptoms since the beginning of the pandemic (2, (5) (6) (7) . Factors that may underlie these associations include the worry for the health of the pregnancy and the forthcoming infant, worry for the pandemic situation in general, economic consequences, grief for victims, misinformation about the virus, worry about not getting healthcare services as planned, social distancing/social isolation and travel restrictions (2, 3, 5) . The epidemic has greatly affected hospital organization and procedures, especially those concerning the conditions and experiences of childbirth (8). Depressive and anxiety symptoms during pregnancy can increase the risk of postpartum depression; of note is that depression and anxiety in both pregnancy and postpartum have farreaching effects including severe consequences on the mother's future morbidity and the fetus's psycho-emotional development (9-12). Young age, low maternal education, low income, . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020. 12.18.20248466 doi: medRxiv preprint unemployment and lack of partner support seem to be additional factors associated with higher risk of adverse perinatal mental health effects (13, 14) . In Sweden, with 115.000 births per year, medical interventions to address the risks associated with pregnancy and birth have been largely successful so far and have resulted in one of the lowest levels of maternal and neonatal morbidity and mortality worldwide (15) . Sweden also offers a unique setting with as many as 92% of the Swedish population above the age of 12 owning a smartphone in 2019. Moreover, Sweden is one of the countries that did not implement strict lockdown measures, but relied on voluntary social distancing guidelines, including working from home when possible, reducing travel and social contacts and avoiding public transport (16) . During the spring of 2020, no widespread public testing was in place in Sweden, and only very few non-hospitalized citizens were tested for COVID-19. Deaths peaked in late April, whereas the second wave during fall is ongoing with cases starting to surge again in October. The Swedish approach not to implement strict lockdown measures has garnered debate and may have resulted in greater or less anxiety, particularly for pregnant women. This background of nearly free maternity care, low levels of maternal and neonatal morbidity, relative economic stability, in combination with the absence of bias from lockdown measures sequelae, provide a unique setting to study the impact related specifically to COVID-19 on perinatal depression and anxiety. We utilized data from a unique cohort of pregnant women recruited using the novel Mom2B mobile application for research, with the aim to examine: (1) if measures of mental health differed between the months of the pandemic as well as comparing with previous years, (2) if confirmed or possible infection and/or self-reported impact from the pandemic were associated with mental health measures, using validated instruments, (3) if mobility and corona-related internet searches correlated with symptoms and finally (4) which 6 concerns were noted by Swedish pregnant women about their health care and wellbeing in relation to the pandemic. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint The Mom2B cohort (www.mom2b.se) is a national ongoing mobile application-based mother cohort, introduced at the end of November 2019 to the App Store and Google Play. All Swedishspeaking women above 18 years of age owning a mobile smartphone who are either pregnant or have delivered within three months are eligible for participation. Information about the study is being posted in social media, as well as by using posters and brochures at local maternity clinics. By the end of October 2020, 1608 women were enrolled in the study and 1345 had answered at least one question related to mental health measures during pregnancy. The included self-report instruments were based on the results from a previous study in Uppsala County, Sweden (17), whereas the mobile application further recorded digital phenotyping data, such as movement patterns, internet and mobile use, as well as voice recordings, after receiving informed consent from participants. Privacy protection was central in the design of the application and data was collected only on i.e. relative geographical movement patterns, and not the exact position of participant. The application was a further development of the Beiwe research platform from the Harvard School of Public Health, adjusted to the Mom2B study questions and adhering to the General Data Protection Regulation (GDPR) regulations in Sweden (18). To compare the population in the Mom2B study to pre-pandemic years, we used data from 4879 pregnant women recruited in the Biologic Affect Stress Imagine and Cognition (BASIC)-study (17) . BASIC was a population-based longitudinal cohort study, conducted at Uppsala University hospital in 2009-2019, with the aim to study biological and psychosocial aspects of perinatal . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint depression. The participants, constituting around 21% of the background pregnant population, answered web-based self-report instruments regarding mental health twice during pregnancy and three times during postpartum. Women with valid outcome data from at least one-time during pregnancy were included in the analysis. Ethical approval for the BASIC study was granted by the Regional Ethical Review Board of Uppsala, Sweden (Dnr 2009/171), and for the Mom2B-study by the Swedish Ethical Review Authority (Dnr 2019-01170), with amendments. Perinatal anxiety and depressive symptoms were assessed with the Edinburgh Postnatal Depression Scale (EPDS)(19) a validated ten-item self-report questionnaire assessing depressive symptoms in the perinatal period with good psychometric properties (20). For the present study, a cutoff point of 13 points was used to define probable cases of depression during pregnancy, according to Swedish validation (21) . Three items were used for measuring symptoms of anxiety (EPDS-3A)(22) with a cut-off score of six (22) . EPDS was collected in Mom2B at the end of the first, second and third pregnancy trimester as well as at 6, 14, 24, 36 and 50 weeks postpartum. The second self-report inventory was the five-item World Health Organization wellbeing index (WHO-5) (23, 24) that investigates the degree of subjective quality of life based on positive mood (good spirits, relaxation), vitality (being active and waking up fresh and rested), and general interest (being interested in things). Each item was rated from 0 to 5; the total score ranged from 0 to 25. According to the instructions, a percentage value was calculated by . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint multiplying the score by 4 and thus obtaining a scale from 0 (worst) to 100 (best). A percentage score below 50 was interpreted as indicating risk of depression (23, 25) . The following questions concerning the impact of the pandemic were assessed three times during pregnancy between gestational weeks 11-20, 22- . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; 1 0 Movement data was collected using the GPS sensor on the phone. To save battery, the GPS sensor was iteratively turned on for 60 seconds and turned off for 10 minutes. A random offset between -100 km and +100 km was applied in both latitude and longitude to preserve the privacy of the participants. In total, GPS data was available for 1400 participants. For each participant, records before January 2020 and after October 31, 2020 were removed. Records with a high inaccuracy of the GPS sensor (>100 m) were also removed. Participants were also removed if they had less than 100 records remaining. After data cleaning, 1189 participants were included in this analysis. Since the GPS sensor is turned on and off with a fixed interval, the absolute distances travelled for each user every month could not be calculated; instead, the relative difference in distance travelled away from their relative "home position" between months was used. The approximate home location of each participant was estimated by taking the median of the latitude and median of the longitude, assuming that each participant spends the majority of her time at home, and adding a radius of 100 meters. Next, for each GPS record outside the "home location", the Euclidean distance to the home location was calculated. For each participant, the monthly median of the distance travelled away from home was used. The aggregated between-participant summary statistics were computed over these monthly medians. The interest of internet users for the situation around the pandemic over time (January-October 2020) in Sweden was assessed using Google Trends (https://trends.google.com/trends/explore?geo=SE&q=Corona). The numbers procured represent search volumes relative to the highest point on the chart (week with highest number of searches) . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; 1 1 for the given region and time. A value of 100 denotes the timepoint for the peak popularity for the term. A value of 50 means that the term is half as popular. A score of 0 means there was not enough data for this term. The EPDS, EPDS-3A and WHO-5 total monthly mean scores over time (from January to October 2020) were compared using the Analysis of Variance (ANOVA) regardless of the pregnancy time (early, middle or late). The distribution of the prevalence of positive screening for depressive symptoms (EPDS score over the cut-off of 12 points), anxiety symptoms (EPDS-3A score over the cut-off of 6), and low well-being (WHO-5 score below the cut-off of 50), over time were evaluated using the Pearson chi-square statistic. The associations between EPDS, EPDS-3A and WHO-5 in pregnancy and the self-reported impact of the pandemic during early (11-20 gestation weeks), middle (21-30 gestation weeks) and late (31-42 gestation weeks) pregnancy, were assessed using the Pearson's chi-square test, student's t-test and ANOVA as appropriate. The Spearman correlation coefficients and the respective p-values were calculated to assess possible correlations between the monthly mean total scores in EPDS, EPDS-3A, WHO-5 (total score and each subscale) and (1) the monthly median distance away from home, as well as with (2) google search volumes on "corona". All reported p-values were based on two-sided tests and the 5% significance level was used for hypothesis testing. Analyses were performed using the SPSS software, version 22.0. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The background characteristics of the 1345 women included in the Mom2B-study are presented in Table 1 . The majority of participants were born in Sweden and were primiparous. Moreover, most women had university level education and lived with a partner. More than half of women reported having experienced depression earlier in life (Table 1) . Analyses of the mental health scores over time showed that the mean scores for depressive symptoms and anxiety peaked in April 2020 and increased again in October 2020 ( Figure 1a ), with 24-25% of pregnant women reporting EPDS scores over cut-off during April and May (Table 2 ). Statistically significant differences over this period were observed for EPDS and WHO-5 total scores using ANOVA (p=0.045 and p<0.001 respectively). The wellbeing scores were highest in January, as well as in June-August 2020. Mobility also peaked during the summer months of 2020 (Figure 1b) . The google searches regarding the corona pandemic peaked in March, closely before the peak in symptoms of depression and anxiety, and started rising again in late October 2020 (Figure 1c ). The prevalence of women scoring above cut-off in EPDS in 2020 was much higher, often more than double, in comparison with data from 2009-2019 . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint (Table 2) , when values were relatively stable across the seasons; no statistical testing was applied, as these data were derived from another cohort. The majority of participants reported that their life situation was only slightly affected by the COVID-19 pandemic (at any of the three-pregnancy time-points) ( Table 5 ). Most women felt more socially isolated, and about one third of them perceived it as difficult (Table 5) . Women reporting having no symptoms had higher anxiety symptoms (10%) in gestation week 22-30 than those with symptoms (3%) or a close friend or relative with symptoms (4%) ( Table 3) . Otherwise, no differences were observed among participants with Covid-19 related symptoms regarding depressive symptoms or well-being ( Table 3 ). The proportion of participants with depressive symptoms over the cut-off during gestational week 22-30 was higher among those reporting that that their lives were affected by the pandemic (27% vs 19% in those not affected, p<0.05, Table 3 ). Similarly, the proportion of participants with lower wellbeing during gestational week 11-20 was higher among those reporting impact by the pandemic on their lives (70% vs 42% in those not affected, p<0.05, Table 3 ). No statistically significant differences were found in other periods in pregnancy or with regards to anxiety symptoms. Furthermore, participants who reported they were socially isolated, more often reported anxiety scores over the cut-off (12 vs. 4%) during gestational weeks 11-20. Interestingly, among those reporting more social isolation, there was a higher prevalence of anxiety symptoms among those reporting that the isolation felt mostly hard (12%) or mostly positive (11%), compared to those reporting that it did not feel special (2%) or those reporting no social isolation (4%) ( Table 3) . A positive correlation was found between the total score of wellbeing and mobility (rho=0.76, p=0.01), reaching a rho=0.83, p=0.003 for the WHO-5 question "My everyday life has been full . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; 1 4 of things that interest me" (Figure 2a) . Similarly, strong statistically significant positive correlations were shown between both depression and anxiety scores and search volumes on corona via Google Trends (rho=0.87 and 0.83 respectively; Figure 2b ). In a sensitivity analysis excluding the month of July, both the total score of wellbeing as well as the WHO-5 question "My everyday life has been full of things that interest me" remained statistically significantly correlated with mobility (rho=0.73, p=0.03 and rho=0.82, p=0.007 respectively). Table 4 presents a compilation of the women's free responses to the open questions regarding healthcare during the pandemic across pregnancy and childbirth. The answers have been divided into different categories, and next to it, one or more quotes. The participants expressed loss of support when partners were excluded from attending visits at the maternity center and ultrasound examinations. Many comments addressed the risks of the partner missing out during the delivery of the child, as no-one with the slightest symptoms could be accompanying the delivering woman. Moreover, other support stemming from relatives or doulas was not allowed, which further enhanced worry and distress. When participants mentioned that check-ups had been canceled/postponed, they usually referred to ultrasound examinations or combined ultrasound and biochemical screening. Moreover, they also reported meetings with other professionals, such as social workers postponed or cancelled. Some participants also felt unsafe about their health care. They experienced miscommunication and insufficient information from health care professionals. Referrals had been rejected due to the strain caused by COVID-19. Some comments referred to the notion that online or phone meetings were not satisfactory regarding the level of care. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint We used a novel study method, the research mobile application Mom2B, to assess, for the first time, in nearly real time self-reported perinatal depressive symptoms and data on SARS-CoV-2 treatment, symptoms, impact on everyday life and perceived health care, as well as symptoms of depression, anxiety and wellbeing. Data from 1345 pregnant women at a national level between January and October 2020 in Sweden were utilized to investigate the potential changes in mood and behaviors during the pandemic. An increase in depressive symptoms and decrease in total wellbeing was shown during the months with the highest pandemic impact in Sweden (April Notably during spring, even in Sweden, some extra screenings for chromosomal aberrations and services for fear of childbirth were not available in some regions; and concurrently, partners were not allowed to stay after delivery at the hospital. During the whole period, healthcare has . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint been affected through reduced staff, fewer physical appointments and restrictions to access healthcare for individuals with symptoms of common cold. While online consultations are an effective way of providing safe care during the outbreak, the basic elements of the patient-doctor or midwife relation may be reduced, and the sense of genuine connection was lost (43), which was also reported by the participants in the Mom2B study. Further research is needed to understand individuals' thoughts on access to care in different health care systems during the pandemic. It is of note that women who did not report symptoms of the COVID-19 infection self-reported higher levels of anxiety. In general, data from the Mom2B cohort indicated that infected women did not feel greater anxiety and depression compared to not affected women. One reason might be that most infected cases were mild; thus, the SARS-CoV-2 mild infection might be a relief to these women compared to the worry of the otherwise unknown, and potentially severe impact of the disease. Moreover, although data on other adverse effects of COVID-19 notably on the rates of preterm birth and other obstetric complications is quickly being gathered and analyzed, findings remain inconsistent so far; therefore, women in Sweden did not receive any relevant information on these complications during their visits to maternity care. Since the beginning of the pandemic, pregnant women in most countries have faced the effects of social isolation and restrictions in mobility, e.g., in Ireland, an exercise limit of one to two kilometers from home, while all other journeys outside to be made only for provision of essential services and goods (44). Previous studies have reported a significant association of social isolation with exacerbation of domestic violence and poor mental health outcomes (44-46). A Spanish internet-based study showed that confinement decreased both the level of vigorous and moderate physical activity that pregnant women had engaged in, as well as the time they spent . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. Further, sensitivity analysis excluding July, which is the usual vacation month for Sweden, did not significantly alter the results. Health-seeking behaviors, such as online searches, have been extensively analyzed for monitoring other diseases, such as seasonal influenza in the past (48); however, to our knowledge, such strong correlation, as the one found herein between google search volumes for an infectious disease (such as COVID-19) and mental health outcomes, has never been reported before. If this finding is replicated in future research, internet search volumes for global health emergencies could be a useful proxy of the mental health status at population level, enhancing public health monitoring and interventions. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. The copyright holder for this this version posted December 20, 2020. ; The novel way provided through the Mom2B application to introduce new questions and gather self-reported information in a user-friendly way at national level is a strength of this study. Future research could further address whether possible preventive interventions might be incorporated and delivered directly through the application, adding to the health care systems arsenal during crises. Among the limitations of the present study, we should first acknowledge that selection bias should be considered: only 1% of the background eligible population contributed data; the application cannot be used by women not able to communicate in Swedish, or those not owning a mobile smartphone (8%). Nonetheless, the present results are in line with another recent Swedish study with better representation (37). We cannot exclude a potential bias in the results due to the self-reported nature of the information gathered. In addition, we used the EPDS and WHO-5 scores for outcome assessment, which are validated screening questionnaires, and sensitive in identifying women likely to suffer from perinatal mood or anxiety disorders; however, these tools are not sufficient to establish the diagnosis of perinatal depression or anxiety. Data on mobility at the individual level would have allowed for more advanced analyses, which could address directionality in the associations with mood; this will be possible in the near future. Lastly, the ongoing use of Mom2B, allowing for a longer follow-up period and the ongoing recruitment of new participants will allow further analyses to be performed, controlling for potential confounders and mediators, and looking even to other passively collected data on mobile and internet use, which were not feasible at this stage. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint Utilizing a novel application, we observed an increase in depressive symptoms and decrease in wellbeing during the first months of the pandemic in Sweden, followed by a return to baseline levels during summer, and a new rise in October following the new surge in COVID-19 cases in the country. Strong correlations between mobility as well as internet searches and wellbeing were noted. Key themes were identified including worry about the impact of the virus on health, worry about access to healthcare, as well as social and economic impacts secondary to the pandemic. The Mom2B application further allowed us to gather data in a user-friendly way among pregnant women as the pandemic was evolving; such tools are expected to be useful as other disasters occur and unfold. Lastly, the present results, supported by previous studies in different settings, suggest that there may be protective and resilience factors associated with different healthcare systems, highlighting the need to consider the policy decisions' impact on perinatal mental health. As the goal of maternity care is to identify and reduce the risks of ill health, mental ill health should be promptly identified, especially during periods of crises, whereas substantial preventive efforts should be put in place to minimizing the adverse events on perinatal mental health. We would like to thank Oskar Burman, Catherine Axfors, Edith Ngai and Diem Nguyen for their invaluable help with the Mom2B infrastructure. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint 2 8 . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. (which was not certified by peer review) preprint The copyright holder for this this version posted December 20, 2020. ; https://doi.org/10.1101/2020.12.18.20248466 doi: medRxiv preprint 3 2 Figure 1a . Mean of z-scores for monthly total scores of depression, anxiety and low wellbeing during January-October 2020 . CC-BY-NC-ND 4.0 International license It is made available under a is the author/funder, who has granted medRxiv a license to display the preprint in perpetuity. 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