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Silva-Valencia J, Lapadula C, Westfall JM, Gaona G, de Lusignan S, Kristiansson RS, Ling ZJ, Goh LH, Soto-Becerra P, Cuba-Fuentes MS, Wensaas KA, Flottorp S, Baste V, Chi-Wai Wong W, Pui Ng AP, Ortigoza A, Manski-Nankervis JA, Hallinan CM, Zingoni P, Scattini L, Heald A, Tu K. Effect of the COVID-19 pandemic on mental health visits in primary care: an interrupted time series analysis from nine INTRePID countries. EClinicalMedicine 2024; 70:102533. [PMID: 38495523 PMCID: PMC10940140 DOI: 10.1016/j.eclinm.2024.102533] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/07/2023] [Revised: 02/19/2024] [Accepted: 02/22/2024] [Indexed: 03/19/2024] Open
Abstract
Background The COVID-19 pandemic impacted mental health disorders, affecting both individuals with pre-existing conditions and those with no prior history. However, there is limited evidence regarding the pandemic's impact on mental health visits to primary care physicians. The International Consortium of Primary Care Big Data Researchers (INTRePID) explored primary care visit trends related to mental health conditions in Argentina, Australia, Canada, China, Norway, Peru, Singapore, Sweden, and the USA. Methods We conducted an interrupted time series analysis in nine countries to examine changes in rates of monthly mental health visits to primary care settings from January 1st, 2018, to December 31st, 2021. Sub-group analysis considered service type (in-person/virtual) and six categories of mental health conditions (anxiety/depression, bipolar/schizophrenia/other psychotic disorders, sleep disorders, dementia, ADHD/eating disorders, and substance use disorder). Findings Mental health visit rates increased after the onset of the pandemic in most countries. In Argentina, Canada, China, Norway, Peru, and Singapore, this increase was immediate ranged from an incidence rate ratio of 1·118 [95% CI 1.053-1.187] to 2.240 [95% CI 2.057-2.439] when comparing the first month of pandemic with the pre-pandemic trend. Increases in the following months varied across countries. Anxiety/depression was the leading reason for mental health visits in most countries. Virtual visits were reported in Australia, Canada, Norway, Peru, Sweden, and the USA, accounting for up to 40% of the total mental health visits. Interpretation Findings suggest an overall increase in mental health visits, driven largely by anxiety/depression. During the COVID-19 pandemic, many of the studied countries adopted virtual care in particular for mental health visits. Primary care plays a crucial role in addressing mental ill-health in times of crisis. Funding Canadian Institutes of Health Research grant #173094 and the Rathlyn Foundation Primary Care EMR Research and Discovery Fund.
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Affiliation(s)
- Javier Silva-Valencia
- Center for Research in Primary Health Care (CINAPS), Universidad Peruana Cayetano Heredia, Peru
| | - Carla Lapadula
- Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada
| | | | | | - Simon de Lusignan
- Nuffield Department of Primary Care Health Sciences, University of Oxford, Oxford, UK
| | | | - Zheng Jye Ling
- Division of Family Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | - Lay Hoon Goh
- Division of Family Medicine, Yong Loo Lin School of Medicine, National University of Singapore, Singapore
| | | | | | - Knut-Arne Wensaas
- Research Unit for General Practice, NORCE Norwegian Research Centre AS, Bergen, Norway
| | - Signe Flottorp
- Centre for Epidemic Interventions Research, Norwegian Institute of Public Health, Oslo, Norway
- Department of General Practice, University of Oslo, Oslo, Norway
| | - Valborg Baste
- National Centre for Emergency Primary Health Care, NORCE Norwegian Research Centre, Bergen, Norway
| | - William Chi-Wai Wong
- Department of Family Medicine and Primary Care, The University of Hong Kong-Shenzhen Hospital, Shenzhen, China
- Department of Family Medicine and Primary Care, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Amy Pui Pui Ng
- Department of Family Medicine and Primary Care, The University of Hong Kong-Shenzhen Hospital, Shenzhen, China
- Department of Family Medicine and Primary Care, School of Clinical Medicine, Li Ka Shing Faculty of Medicine, The University of Hong Kong, Hong Kong, China
| | - Angela Ortigoza
- Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada
| | - Jo-Anne Manski-Nankervis
- Department of General Practice and Primary Care, The University of Melbourne, Melbourne, Victoria, Australia
| | - Christine Mary Hallinan
- Department of General Practice and Primary Care, The University of Melbourne, Melbourne, Victoria, Australia
| | - Paula Zingoni
- Ministry of Health of the Autonomous City of Buenos Aires, Buenos Aires, Argentina
| | - Luciano Scattini
- Ministry of Health of the Autonomous City of Buenos Aires, Buenos Aires, Argentina
| | - Adrian Heald
- School of Medical Sciences, Division of Diabetes, Endocrinology and Gastroenterology, University of Manchester, UK
| | - Karen Tu
- Department of Family and Community Medicine, University of Toronto, Toronto, Ontario, Canada
- Departments of Research and Innovation and Family Medicine-North York General Hospital, Toronto Western Family Health Team-University Health Network, Toronto, Ontario, Canada
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Alwuqaysi B, Abdul-Rahman A, Borgo R. The Impact of Social Media Use on Mental Health and Family Functioning Within Web-Based Communities in Saudi Arabia: Ethnographic Correlational Study. JMIR Form Res 2024; 8:e44923. [PMID: 38227352 PMCID: PMC10828947 DOI: 10.2196/44923] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/08/2022] [Revised: 10/02/2023] [Accepted: 11/24/2023] [Indexed: 01/17/2024] Open
Abstract
BACKGROUND In recent years, increasing numbers of parents, activists, and decision-makers have raised concerns about the potential adverse effects of social media use on both mental health and family functioning. Although some studies have indicated associations between social media use and negative mental health outcomes, others have found no evidence of mental health harm. OBJECTIVE This correlation study investigated the interplay between social media use, mental health, and family functioning. Analyzing data from 314 users, this study explores diverse mental health outcomes. The study places particular emphasis on the Saudi Arabian sample, providing valuable insights into the cultural context and shedding light on the specific dynamics of social media's impact on mental well-being and family dynamics in this demographic context. METHODS We collected data through a subsection of an anonymous web-based survey titled "The Effect of COVID-19 on Social Media Usage, Mental Health, and Family Functioning." The survey was distributed through diverse web-based platforms in Saudi Arabia, emphasizing the Saudi sample. The participants indicated their social media accounts and estimated their daily use. Mental health was assessed using the General Health Questionnaire and family functioning was evaluated using the Family Assessment Device Questionnaire. In addition, 6 mental health conditions (anxiety, self-esteem, depression, body dysmorphia, social media addiction, and eating disorders) were self-reported by participants. RESULTS The study demonstrates a pattern of frequent social media use, with a significant portion dedicating 3-5 hours daily for web-based activities, and most of the sample accessed platforms multiple times a day. Despite concerns about social media addiction and perceived unhealthiness, participants cited staying connected with friends and family as their primary motivation for social media use. WhatsApp was perceived as the most positively impactful, whereas TikTok was considered the most negative for our Saudi sample. YouTube, Instagram, and Snapchat users reported poorer mental health compared with nonusers of these platforms. Mental health effects encompassed anxiety and addiction, with age and gender emerging as significant factors. Associations between social media use and family functioning were evident, with higher social media quartiles correlating with a greater likelihood of mental health and unhealthy family functioning. Logistic regression identified age and gender as factors linked to affected mental health, particularly noting that female participants aged 25-34 years were found to be more susceptible to affected mental health. In addition, multivariable analysis identified age and social media use quartiles as factors associated with poor family functioning. CONCLUSIONS This study examined how social media affects mental health and family functioning in Saudi Arabia. These findings underscore the need for culturally tailored interventions to address these challenges, considering diverse demographic needs. Recognizing these nuances can guide the development of interventions to promote digital well-being, acknowledging the importance of familial connections in Saudi society.
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Affiliation(s)
| | | | - Rita Borgo
- King's College London, London, United Kingdom
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Lemanska A, Andrews C, Fisher L, Bacon S, Frampton AE, Mehrkar A, Inglesby P, Davy S, Roberts K, Patalay P, Goldacre B, MacKenna B, Walker AJ. Healthcare in England was affected by the COVID-19 pandemic across the pancreatic cancer pathway: A cohort study using OpenSAFELY-TPP. eLife 2023; 12:e85332. [PMID: 37561116 PMCID: PMC10414967 DOI: 10.7554/elife.85332] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/03/2022] [Accepted: 07/14/2023] [Indexed: 08/11/2023] Open
Abstract
Background Healthcare across all sectors, in the UK and globally, was negatively affected by the COVID-19 pandemic. We analysed healthcare services delivered to people with pancreatic cancer from January 2015 to March 2023 to investigate the effect of the COVID-19 pandemic. Methods With the approval of NHS England, and drawing from a nationally representative OpenSAFELY-TPP dataset of 24 million patients (over 40% of the English population), we undertook a cohort study of people diagnosed with pancreatic cancer. We queried electronic healthcare records for information on the provision of healthcare services across the pancreatic cancer pathway. To estimate the effect of the COVID-19 pandemic, we predicted the rates of healthcare services if the pandemic had not happened. We used generalised linear models and the pre-pandemic data from January 2015 to February 2020 to predict rates in March 2020 to March 2023. The 95% confidence intervals of the predicted values were used to estimate the significance of the difference between the predicted and observed rates. Results The rate of pancreatic cancer and diabetes diagnoses in the cohort was not affected by the pandemic. There were 26,840 people diagnosed with pancreatic cancer from January 2015 to March 2023. The mean age at diagnosis was 72 (±11 SD), 48% of people were female, 95% were of White ethnicity, and 40% were diagnosed with diabetes. We found a reduction in surgical resections by 25-28% during the pandemic. In addition, 20%, 10%, and 4% fewer people received body mass index, glycated haemoglobin, and liver function tests, respectively, before they were diagnosed with pancreatic cancer. There was no impact of the pandemic on the number of people making contact with primary care, but the number of contacts increased on average by 1-2 per person amongst those who made contact. Reporting of jaundice decreased by 28%, but recovered within 12 months into the pandemic. Emergency department visits, hospital admissions, and deaths were not affected. Conclusions The pandemic affected healthcare in England across the pancreatic cancer pathway. Positive lessons could be learnt from the services that were resilient and those that recovered quickly. The reductions in healthcare experienced by people with cancer have the potential to lead to worse outcomes. Current efforts should focus on addressing the unmet needs of people with cancer. Funding This work was jointly funded by the Wellcome Trust (222097/Z/20/Z); MRC (MR/V015757/1, MC_PC-20059, MR/W016729/1); NIHR (NIHR135559, COV-LT2-0073), and Health Data Research UK (HDRUK2021.000, 2021.0157). This work was funded by Medical Research Council (MRC) grant reference MR/W021390/1 as part of the postdoctoral fellowship awarded to AL and undertaken at the Bennett Institute, University of Oxford. The views expressed are those of the authors and not necessarily those of the NIHR, NHS England, UK Health Security Agency (UKHSA), or the Department of Health and Social Care. Funders had no role in the study design, collection, analysis, and interpretation of data; in the writing of the report; and in the decision to submit the article for publication.
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Affiliation(s)
- Agnieszka Lemanska
- Faculty of Health and Medical Sciences, University of SurreyGuildfordUnited Kingdom
| | - Colm Andrews
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
| | - Louis Fisher
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
| | - Seb Bacon
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
| | - Adam E Frampton
- Faculty of Health and Medical Sciences, University of SurreyGuildfordUnited Kingdom
- HPB Surgical Unit, Royal Surrey NHS Foundation TrustGuildfordUnited Kingdom
- Oncology Section, Surrey Cancer Research Institute, Department of Clinical and Experimental Medicine, University of SurreyGuildfordUnited Kingdom
| | - Amir Mehrkar
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
| | - Peter Inglesby
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
| | - Simon Davy
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
| | - Keith Roberts
- Institute of Immunology and Immunotherapy, University of BirminghamBirminghamUnited Kingdom
| | - Praveetha Patalay
- MRC Unit for Lifelong Health and Ageing and Centre for Longitudinal Studies, University College LondonLondonUnited Kingdom
| | - Ben Goldacre
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
| | - Brian MacKenna
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
| | - Alex J Walker
- Bennett Institute for Applied Data Science, Nuffield Department of Primary Care Health Sciences, University of OxfordOxfordUnited Kingdom
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