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Karmali S, Saxena S, Richards O, Thompson W, McFaull SR, Pike I. What was the impact of COVID-19 restrictions on unintentional injuries, in Canada and globally? A scoping review investigating how lockdown measures impacted the global burden of unintentional injury. Front Public Health 2024; 12:1385452. [PMID: 38887259 PMCID: PMC11180821 DOI: 10.3389/fpubh.2024.1385452] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/12/2024] [Accepted: 05/20/2024] [Indexed: 06/20/2024] Open
Abstract
Background Injuries are among the leading causes for hospitalizations and emergency department (ED) visits. COVID-19 restrictions ensured safety to Canadians, but also negatively impacted health outcomes, including increasing rates of certain injuries. These differences in trends have been reported internationally however the evidence is scattered and needs to be better understood to identify opportunities for public education and to prepare for future outbreaks. Objective A scoping review was conducted to synthesize evidence regarding the impact of COVID-19 restrictions on unintentional injuries in Canada, compared to other countries. Methods Studies investigating unintentional injuries among all ages during COVID-19 from any country, published in English between December 2019 and July 2021, were included. Intentional injuries and/or previous pandemics were excluded. Four databases were searched (MEDLINE, Embase, Web of Science, SPORTDiscus), and a gray literature search was also conducted. Results The search yielded 3,041 results, and 189 articles were selected for extraction. A total of 41 reports were included from the gray literature search. Final studies included research from: Europe (n = 85); North America (n = 44); Asia (n = 32); Oceania (n = 12); Africa (n = 8); South America (n = 4); and multi-country (n = 4). Most studies reported higher occurrence of injuries/trauma among males, and the average age across studies was 46 years. The following mechanisms of injury were reported on most frequently: motor vehicle collisions (MVCs; n = 134), falls (n = 104), sports/recreation (n = 65), non-motorized vehicle (n = 31), and occupational (n = 24). Injuries occurring at home (e.g., gardening, home improvement projects) increased, and injuries occurring at schools, workplaces, and public spaces decreased. Overall, decreases were observed in occupational injuries and those resulting from sport/recreation, pedestrian-related, and crush/trap incidents. Decreases were also seen in MVCs and burns, however the severity of injury from these causes increased during the pandemic period. Increases were observed in poisonings, non-motorized vehicle collisions, lacerations, drownings, trampoline injuries; and, foreign body ingestions. Implications Findings from this review can inform interventions and policies to identify gaps in public education, promote safety within the home, and decrease the negative impact of future stay-at-home measures on unintentional injury among Canadians and populations worldwide.
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Affiliation(s)
- Shazya Karmali
- BC Injury Research and Prevention Unit, BC Children’s Hospital Research Institute, Vancouver, BC, Canada
| | | | | | | | | | - Ian Pike
- BC Injury Research and Prevention Unit, BC Children’s Hospital Research Institute, Vancouver, BC, Canada
- Faculty of Medicine, Department of Pediatrics, University of British Columbia, Vancouver, BC, Canada
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Kabiri N, Abbasi A, Pashazadeh F, Hajebrahimi S, Soleimanpour H. The Impact of The COVID-19 Pandemic on Hospital Admissions Due to Road Traffic Crashes; a Systematic Review and Meta-Analysis. ARCHIVES OF ACADEMIC EMERGENCY MEDICINE 2023; 12:e12. [PMID: 38162384 PMCID: PMC10757575 DOI: 10.22037/aaem.v12i1.2157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Indexed: 01/03/2024]
Abstract
Introduction During the unprecedented COVID-19 lockdowns, road traffic was limited, and a change in the traumatic emergency admission pattern was anticipated. We conducted the current systematic review and meta-analysis to assess the impact of the COVID-19 pandemic on hospital admissions due to road traffic crashes. Methods This systematic review and meta-analysis was conducted based on the Joanna Briggs Institute (JBI) instructions. The following databases were searched: PubMed, ISI Web of Knowledge, Scopus, ProQuest, and the Cochrane Library. Two independent reviewers screened articles based on the inclusion criteria for the review and assessed the methodological quality of the included studies using an appropriate appraisal checklist, introduced by the JBI, based on the study type. The meta-analysis was performed using Comprehensive meta-analysis (CMA) software. Considering the heterogeneity among studies, a random effect model was adopted to estimate the pooled effect with 95% confidence interval (CI) for binary outcomes. Results A total of 13 studies were included in this systematic review, and all of them were considered for meta-analysis. According to the meta-analysis, differences in hospital admission rates during the COVID-19 pandemic and one year before this pandemic were statistically significant [RR: 0.685 CI 95% (0.578 -0.813) p<0.00001]. The heterogeneity assessment of the included studies in the meta-analysis showed high heterogeneity (I2=78%, p<0.00001). Conclusion The results of this systematic review showed that the COVID-19 pandemic dramatically reduced the number of hospital admissions related to road traffic crashes because of both quarantines and lifestyle changes. Health policymakers and top health managers might use the results of this systematic review in similar contexts in the future.
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Affiliation(s)
- Neda Kabiri
- Research Center for Evidence-based Medicine, Iranian EBM Centre: A JBI Centre of Excellence, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Amin Abbasi
- Student Research Committee, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Fariba Pashazadeh
- Research Center for Evidence-based Medicine, Iranian EBM Centre: A JBI Centre of Excellence, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
| | - Sakineh Hajebrahimi
- Research Center for Evidence-based Medicine, Iranian EBM Centre: A JBI Centre of Excellence, Faculty of Medicine, Tabriz University of Medical Sciences, Tabriz, Iran
- Urology Department, Helsinki University, Helsinki, Finland
| | - Hassan Soleimanpour
- Road Traffic Injury Research Center, Tabriz University of Medical Sciences, Tabriz, Iran
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Sung J, Choi J, Whang K, Cho SM, Kim J, Lee SJ, Jang YG. Comparison of Clinical Characteristics of Traumatic Brain Injury Patients According to the Mechanism Before and After COVID-19. Korean J Neurotrauma 2023; 19:307-313. [PMID: 37840608 PMCID: PMC10567520 DOI: 10.13004/kjnt.2023.19.e44] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/14/2023] [Revised: 08/24/2023] [Accepted: 08/26/2023] [Indexed: 10/17/2023] Open
Abstract
Objective This study investigated the change in the number of patients with head trauma according to the trauma mechanism among severely injured patients transferred to the emergency department of Wonju Severance Christian Hospital before and during the coronavirus disease 2019 (COVID-19) pandemic. Methods Medical records (sex, age, diagnosis, trauma mechanism, and injury severity score) of patients referred to the emergency room between January 2018 and December 2019 and January 2020 and December 2021 were retrospectively reviewed, verified, and compared. Results Between 2020 and 2021, the number of patients with traumatic brain injury decreased by 251 (32%). No significant differences were observed in sex, age, or time of accident. From 2020 to 2021, among the trauma mechanisms, the number of cases involving rolling down slightly reduced compared with those involving other mechanisms. Furthermore, cerebral contusions among intracranial lesions significantly increased during the COVID-19 pandemic. Conclusion Partial restrictions on social activities owing to COVID-19 are ongoing. Further investigation of the clinical characteristics of trauma patients over a longer period is required.
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Affiliation(s)
- Jonghyun Sung
- Department of Neurosurgery, Kangwon National University Hospital, Kangwon National University College of Medicine, Chuncheon, Korea
| | - Jongwook Choi
- Department of Neurosurgery, Kunkuk University Chungju Hospital, Chungju, Korea
| | - Kum Whang
- Department of Neurosurgery, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, Wonju, Korea
| | - Sung Min Cho
- Department of Neurosurgery, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, Wonju, Korea
| | - Jongyeon Kim
- Department of Neurosurgery, Wonju Severance Christian Hospital, Yonsei University Wonju College of Medicine, Wonju, Korea
| | - Seung Jin Lee
- Department of Neurosurgery, Kangwon National University Hospital, Kangwon National University College of Medicine, Chuncheon, Korea
| | - Yeon gyu Jang
- Department of Neurosurgery, Kunkuk University Chungju Hospital, Chungju, Korea
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Pandit AS, Khan DZ, Hanrahan JG, Dorward NL, Baldeweg SE, Nachev P, Marcus HJ. Historical and future trends in emergency pituitary referrals: a machine learning analysis. Pituitary 2022; 25:927-937. [PMID: 36085340 PMCID: PMC9462621 DOI: 10.1007/s11102-022-01269-1] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Accepted: 08/02/2022] [Indexed: 11/03/2022]
Abstract
PURPOSE Acute pituitary referrals to neurosurgical services frequently necessitate emergency care. Yet, a detailed characterisation of pituitary emergency referral patterns, including how they may change prospectively is lacking. This study aims to evaluate historical and current pituitary referral patterns and utilise state-of-the-art machine learning tools to predict future service use. METHODS A data-driven analysis was performed using all available electronic neurosurgical referrals (2014-2021) to the busiest U.K. pituitary centre. Pituitary referrals were characterised and volumes were predicted using an auto-regressive moving average model with a preceding seasonal and trend decomposition using Loess step (STL-ARIMA), compared against a Convolutional Neural Network-Long Short-Term Memory (CNN-LSTM) algorithm, Prophet and two standard baseline forecasting models. Median absolute, and median percentage error scoring metrics with cross-validation were employed to evaluate algorithm performance. RESULTS 462 of 36,224 emergency referrals were included (referring centres = 48; mean patient age = 56.7 years, female:male = 0.49:0.51). Emergency medicine and endocrinology accounted for the majority of referrals (67%). The most common presentations were headache (47%) and visual field deficits (32%). Lesions mainly comprised tumours or haemorrhage (85%) and involved the pituitary gland or fossa (70%). The STL-ARIMA pipeline outperformed CNN-LSTM, Prophet and baseline algorithms across scoring metrics, with standard accuracy being achieved for yearly predictions. Referral volumes significantly increased from the start of data collection with future projected increases (p < 0.001) and did not significantly reduce during the COVID-19 pandemic. CONCLUSION This work is the first to employ large-scale data and machine learning to describe and predict acute pituitary referral volumes, estimate future service demands, explore the impact of system stressors (e.g. COVID pandemic), and highlight areas for service improvement.
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Affiliation(s)
- A S Pandit
- High-Dimensional Neurology, Queen Square Institute of Neurology, University College London, London, UK
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
| | - D Z Khan
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
- Wellcome/EPSRC Centre for Interventional and Surgical Sciences, University College London, London, UK
| | - J G Hanrahan
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
- Wellcome/EPSRC Centre for Interventional and Surgical Sciences, University College London, London, UK
| | - N L Dorward
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK
| | - S E Baldeweg
- Department of Diabetes and Endocrinology, University College London Hospital, London, UK
- Centre for Obesity & Metabolism, Department of Experimental & Translational Medicine, Division of Medicine, University College London, London, UK
| | - P Nachev
- High-Dimensional Neurology, Queen Square Institute of Neurology, University College London, London, UK
| | - H J Marcus
- Victor Horsley Department of Neurosurgery, National Hospital for Neurology and Neurosurgery, London, UK.
- Wellcome/EPSRC Centre for Interventional and Surgical Sciences, University College London, London, UK.
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Yeates EO, Grigorian A, Schellenberg M, Owattanapanich N, Barmparas G, Margulies D, Juillard C, Garber K, Cryer H, Tillou A, Burruss S, Penaloza-Villalobos L, Lin A, Figueras RA, Coimbra R, Brenner M, Costantini T, Santorelli J, Curry T, Wintz D, Biffl WL, Schaffer KB, Duncan TK, Barbaro C, Diaz G, Johnson A, Chinn J, Naaseh A, Leung A, Grabar C, Nahmias J. Decreased hospital length of stay and intensive care unit admissions for non-COVID blunt trauma patients during the COVID-19 pandemic. Am J Surg 2022; 224:90-95. [PMID: 35219493 PMCID: PMC8863305 DOI: 10.1016/j.amjsurg.2022.02.055] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/10/2021] [Revised: 02/16/2022] [Accepted: 02/20/2022] [Indexed: 01/08/2023]
Abstract
Background The COVID-19 pandemic overwhelmed hospitals, forcing adjustments including discharging patients earlier and limiting intensive care unit (ICU) utilization. This study aimed to evaluate ICU admissions and length of stay (LOS) for blunt trauma patients (BTPs). Methods A retrospective review of COVID (3/19/20-6/30/20) versus pre-COVID (3/19/19-6/30/19) BTPs at eleven trauma centers was performed. Multivariable analysis was used to identify risk factors for ICU admission. Results 12,744 BTPs were included (6942 pre-COVID vs. 5802 COVID). The COVID cohort had decreased mean LOS (3.9 vs. 4.4 days, p = 0.029), ICU LOS (0.9 vs. 1.1 days, p < 0.001), and rate of ICU admission (22.3% vs. 24.9%, p = 0.001) with no increase in complications or mortality compared to the pre-COVID cohort (all p > 0.05). On multivariable analysis, the COVID period was associated with decreased risk of ICU admission (OR = 0.82, CI 0.75–0.90, p < 0.001). Conclusions BTPs had decreased LOS and associated risk of ICU admission during COVID, with no corresponding increase in complications or mortality.
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Affiliation(s)
- Eric O Yeates
- University of California, Irvine (UCI), Department of Surgery, Orange, CA, USA.
| | - Areg Grigorian
- University of California, Irvine (UCI), Department of Surgery, Orange, CA, USA; University of Southern California (USC), Department of Surgery, Los Angeles, CA, USA.
| | - Morgan Schellenberg
- University of Southern California (USC), Department of Surgery, Los Angeles, CA, USA.
| | | | - Galinos Barmparas
- Cedars-Sinai Medical Center, Department of Surgery, Los Angeles, CA, USA.
| | - Daniel Margulies
- Cedars-Sinai Medical Center, Department of Surgery, Los Angeles, CA, USA.
| | - Catherine Juillard
- University of California, Los Angeles (UCLA), Department of Surgery, Los Angeles, CA, USA.
| | - Kent Garber
- University of California, Los Angeles (UCLA), Department of Surgery, Los Angeles, CA, USA.
| | - Henry Cryer
- University of California, Los Angeles (UCLA), Department of Surgery, Los Angeles, CA, USA.
| | - Areti Tillou
- University of California, Los Angeles (UCLA), Department of Surgery, Los Angeles, CA, USA.
| | - Sigrid Burruss
- Loma Linda University, Department of Surgery, Loma Linda, CA, USA.
| | | | - Ann Lin
- Loma Linda University, Department of Surgery, Loma Linda, CA, USA.
| | | | - Raul Coimbra
- Loma Linda University, Department of Surgery, Loma Linda, CA, USA; Riverside University Health System Medical Center, Moreno Valley, CA, USA.
| | - Megan Brenner
- University of California, Riverside/Riverside University Health System Department of Surgery, Moreno Valley, CA, USA.
| | - Todd Costantini
- University of California, San Diego (UCSD), Department of Surgery, San Diego, CA, USA.
| | - Jarrett Santorelli
- University of California, San Diego (UCSD), Department of Surgery, San Diego, CA, USA.
| | - Terry Curry
- University of California, San Diego (UCSD), Department of Surgery, San Diego, CA, USA.
| | - Diane Wintz
- Sharp Memorial Hospital, Department of Surgery, San Diego, CA, USA.
| | - Walter L Biffl
- Scripps Memorial Hospital La Jolla, Trauma Department, La Jolla, CA, USA.
| | - Kathryn B Schaffer
- Scripps Memorial Hospital La Jolla, Trauma Department, La Jolla, CA, USA.
| | - Thomas K Duncan
- Ventura County Medical Center, Department of Surgery, Ventura, CA, USA.
| | - Casey Barbaro
- Ventura County Medical Center, Department of Surgery, Ventura, CA, USA.
| | - Graal Diaz
- Ventura County Medical Center, Department of Surgery, Ventura, CA, USA.
| | - Arianne Johnson
- Santa Barbara Cottage Hospital, Cottage Health Research Institute, Santa Barbara, CA, USA.
| | - Justine Chinn
- University of California, Irvine (UCI), Department of Surgery, Orange, CA, USA.
| | - Ariana Naaseh
- University of California, Irvine (UCI), Department of Surgery, Orange, CA, USA.
| | - Amanda Leung
- University of California, Irvine (UCI), Department of Surgery, Orange, CA, USA.
| | - Christina Grabar
- University of California, Irvine (UCI), Department of Surgery, Orange, CA, USA.
| | - Jeffry Nahmias
- University of California, Irvine (UCI), Department of Surgery, Orange, CA, USA.
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Lester A, Leach P, Zaben M. The Impact of the COVID-19 Pandemic on Traumatic Brain Injury Management: Lessons Learned Over the First Year. World Neurosurg 2021; 156:28-32. [PMID: 34530146 PMCID: PMC8435471 DOI: 10.1016/j.wneu.2021.09.030] [Citation(s) in RCA: 20] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/13/2021] [Revised: 09/06/2021] [Accepted: 09/07/2021] [Indexed: 02/07/2023]
Abstract
The COVID-19 pandemic has had widespread consequences on health care systems around the world. It resulted in extensive changes to the referral patterns, management, and rehabilitation of surgical conditions. We aimed to evaluate the effect the COVID-19 pandemic has had on traumatic brain injury (TBI) specifically. We reviewed the literature published on COVID-19 and TBI referrals, management, and rehabilitation. Significant changes were seen in the referral patterns of TBIs worldwide, explained by changes in societal behaviors and changes in the mechanism of injury. Implementation of strict infection control measures and COVID-19 screening was commonplace, with some reporting changes to operating room protocols. TBI was more likely to be conservatively managed. Rehabilitation services were restricted, with a greater shift towards telemedicine to provide rehabilitative therapy remotely.
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Affiliation(s)
- Aled Lester
- School of Medicine, Cardiff University, Cardiff, United Kingdom.
| | - Paul Leach
- Department of Neurosurgery, University Hospital of Wales, Cardiff, United Kingdom
| | - Malik Zaben
- Department of Neurosurgery, University Hospital of Wales, Cardiff, United Kingdom; Neuroscience and Mental Health Research Institute, School of Medicine, Cardiff University, United Kingdom
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Letter to the editor regarding "The impact of COVID-19 on neurosurgical head trauma referrals and admission at a tertiary neurosurgical centre". J Clin Neurosci 2021; 93:266-267. [PMID: 34119381 PMCID: PMC8188545 DOI: 10.1016/j.jocn.2021.05.070] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/26/2021] [Accepted: 05/24/2021] [Indexed: 11/29/2022]
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