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Naz H, Chamola R, Sarafraz J, Razabizadeh M, Jain S. An efficient densenet-based deep learning model for Big-4 snake species classification. Toxicon 2024; 243:107744. [PMID: 38701904 DOI: 10.1016/j.toxicon.2024.107744] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/04/2024] [Revised: 04/19/2024] [Accepted: 04/30/2024] [Indexed: 05/05/2024]
Abstract
Snakebite poses a significant health threat in numerous tropical and subtropical nations, with around 5.4 million cases reported annually, which results in 1.8-2.7 million instances of envenomation, underscoring its critical impact on public health. The 'BIG FOUR' group comprises the primary committers responsible for most snake bites in India. Effective management of snakebite victims is essential for prognosis, emphasizing the need for preventive measures to limit snakebite-related deaths. The proposed initiative seeks to develop a transfer learning-based image classification algorithm using DenseNet to identify venomous and non-venomous snakes automatically. The study comprehensively evaluates the image classification results, employing accuracy, F1-score, Recall, and Precision metrics. DenseNet emerges as a potent tool for multiclass snake image classification, achieving a notable accuracy rate of 86%. The proposed algorithm intends to be incorporated into an AI-based snake-trapping device with artificial prey made with tungsten wire and vibration motors to mimic heat and vibration signatures, enhancing its appeal to snakes. The proposed algorithm in this research holds promise as a primary tool for preventing snake bites globally, offering a path toward automated snake capture without human intervention. These findings are significant in preventing snake bites and advancing snakebite mitigation strategies.
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Affiliation(s)
- Huma Naz
- School of Computer Science and Engineering, University of Petroleum and Energy Studies Dehradun, India
| | - Rahul Chamola
- Department of Mechanical Engineering, School of Advanced Engineering, University of Petroleum and Energy Studies, Dehradun, India.
| | - Jaleh Sarafraz
- UMR7179 CNRS/MNHN, Département Àdaptations du vivant, Museum National d'Histoire Naturelle, Paris, France
| | - Mahdi Razabizadeh
- Department of Biodiversity, Institute of Science and High Technology and Environmental Sciences, Graduate University of Advanced Technology, Kerman, Iran.
| | - Siddharth Jain
- Department of Mechanical Engineering, School of Advanced Engineering, University of Petroleum and Energy Studies, Dehradun, India
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He L, Lv C, Song X, Hao W, Wang J, Hu Y, Chen Y, Gan Y, Han X, Yan S. Knowledge and practices related to snakebite prevention, China: a cross-sectional study. Bull World Health Organ 2024; 102:234-243. [PMID: 38562205 PMCID: PMC10976863 DOI: 10.2471/blt.23.290169] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/29/2023] [Revised: 10/24/2023] [Accepted: 11/23/2023] [Indexed: 04/04/2024] Open
Abstract
Objective To assess knowledge and practices related to snakebite prevention among Chinese residents. Methods By using a multistage random sampling approach augmented by snowball sampling, we surveyed residents from 10 provinces, one municipality and one autonomous region south of the Yangtze River Basin between May 2022 and February 2023. We supplemented the data with a national online survey. We used a χ2-test to identify differences in knowledge and behaviour across various demographic characteristics. We conducted multifactor logistic regression analyses to evaluate factors potentially influencing snakebite knowledge and practices. Findings We obtained 55 775 valid survey responses, 16 200 respondents from the face-to-face survey and 39 575 respondents from the online survey. Only 25.7% (14 325) respondents demonstrated adequate knowledge about snakebites whereas 25.6% (14 295) respondents knew basic first-aid practices or preventive behaviours. Age, marital status, educational attainment, occupation, type of residence and frequency of exposure to nature are significant independent variables affecting snakebite knowledge (P-values: < 0.05). On the other hand, gender, age, marital status, educational attainment, occupation and type of residence were significant independent variables affecting the behaviour of snakebite prevention and first aid (P-values: < 0.05). Conclusion There is a notable shortfall in knowledge, first aid and preventive behaviours among Chinese residents regarding snakebites. Misguided first aid practices can severely compromise the effectiveness of evidence-based therapeutic interventions. Consequently, improving health education concerning snakes and snakebites in this population is needed.
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Affiliation(s)
- Lanfen He
- International School of Public Health and One Health, Hainan Medical University, No 3 Xueyuan Road, Longhua Zone, Haikou, Hainan Province, 571199, China
| | - Chuanzhu Lv
- Emergency Medicine Center of the Sichuan Provincial People's Hospital, University of Electronic Science and Technology of China, Chengdu, China
| | - Xingyue Song
- Department of Emergency Medicine, the Second Affiliated Hospital of Hainan Medical University, Haikou, China
| | - Wenjie Hao
- International School of Public Health and One Health, Hainan Medical University, No 3 Xueyuan Road, Longhua Zone, Haikou, Hainan Province, 571199, China
| | - Juntao Wang
- International School of Public Health and One Health, Hainan Medical University, No 3 Xueyuan Road, Longhua Zone, Haikou, Hainan Province, 571199, China
| | - Yanlan Hu
- International School of Public Health and One Health, Hainan Medical University, No 3 Xueyuan Road, Longhua Zone, Haikou, Hainan Province, 571199, China
| | - Yu Chen
- International School of Public Health and One Health, Hainan Medical University, No 3 Xueyuan Road, Longhua Zone, Haikou, Hainan Province, 571199, China
| | - Yong Gan
- Department of Social Medicine and Health Management at the School of Public Health, Huazhong University of Science and Technology, Wuhan, China
| | - Xiaotong Han
- Department of Emergency Medicine, Hunan Provincial People's Hospital of Hunan Normal University, Changsha, China
| | - Shijiao Yan
- International School of Public Health and One Health, Hainan Medical University, No 3 Xueyuan Road, Longhua Zone, Haikou, Hainan Province, 571199, China
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Tianyi FL, Oluoch GO, Otundo D, Ofwete R, Ngari C, Trelfa A, Ahmed S, Wang D, Smith M, Meta V, Casewell NR, Lalloo DG, Harrison RA, Stienstra Y. Snakebite prevalence and risk factors in a nomadic population in Samburu County, Kenya: A community-based survey. PLoS Negl Trop Dis 2024; 18:e0011678. [PMID: 38165835 PMCID: PMC10760648 DOI: 10.1371/journal.pntd.0011678] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/13/2023] [Accepted: 09/21/2023] [Indexed: 01/04/2024] Open
Abstract
INTRODUCTION Snakebite is an important public health concern, especially in tropical areas, but the true burden remains unclear due to sub-optimal reporting and over-reliance on health facility-based data. METHODS A community-based cross-sectional survey was conducted in Samburu County, Kenya from December 2019 to March 2020. Geospatial techniques were used to create a sampling frame of all households in Samburu County and a multistage cluster sampling strategy to select households and recruit study participants. Five year prevalence and mortality rates were estimated, the characteristics and circumstances of snakebite were described, and multilevel logistic regression models were built to identify independent risk factors for snakebite. RESULTS We recruited 3,610 individuals living in 875 households from 30 clusters. The 5-year prevalence of snakebite was 2.2% (95% CI 1.4%-3.4%), and the 5-year mortality rate was 138 (95% CI 44-322) deaths per 100,000 inhabitants, resulting in an estimated 1,406 snakebites and 88 deaths from snakebites per year in Samburu County. Snakebite incidents often occurred at night between 9pm and 6 am (44%, n = 36), and the participants were mostly walking/playing outdoors (51%, n = 41) or sleeping (32%, n = 27) when they were bitten. Lower household socioeconomic status and smaller numbers of people per house were significant independent risk factors. CONCLUSION Samburu County has a high snakebite burden and the most victims are bitten while sleeping or walking outdoors at night. Snakebite prevention and health promotion programs in Samburu County, and other endemic regions, need to be contextualised and consider the geographic, seasonal, and temporal specificities found in our study. Our findings also have implications for health care delivery, especially identification of the need for night-time staffing with expertise in snakebite management and antivenom availability to better manage patients and thereby improve outcomes.
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Affiliation(s)
- Frank-Leonel Tianyi
- Centre for Snakebite Research and Interventions, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
| | - George O. Oluoch
- Centre for Snakebite Research and Interventions, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Kenya Snakebite Research and Intervention Centre, Kenya Institute of Primate Research, Ministry of Health, Karen, Nairobi, Kenya
| | - Denis Otundo
- Kenya Snakebite Research and Intervention Centre, Kenya Institute of Primate Research, Ministry of Health, Karen, Nairobi, Kenya
| | - Robert Ofwete
- Kenya Snakebite Research and Intervention Centre, Kenya Institute of Primate Research, Ministry of Health, Karen, Nairobi, Kenya
| | - Cecilia Ngari
- Kenya Snakebite Research and Intervention Centre, Kenya Institute of Primate Research, Ministry of Health, Karen, Nairobi, Kenya
| | - Anna Trelfa
- Centre for Snakebite Research and Interventions, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
| | - Sayem Ahmed
- Centre for Snakebite Research and Interventions, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Health Economics and Health Technology Assessment, School of Health and Wellbeing, University of Glasgow, Glasgow, United Kingdom
| | - Duolao Wang
- Department of Clinical Sciences, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
| | - Monica Smith
- Kenya Snakebite Research and Intervention Centre, Kenya Institute of Primate Research, Ministry of Health, Karen, Nairobi, Kenya
| | | | - Nicholas R. Casewell
- Centre for Snakebite Research and Interventions, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
| | - David G. Lalloo
- Centre for Snakebite Research and Interventions, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
| | - Robert A. Harrison
- Centre for Snakebite Research and Interventions, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Kenya Snakebite Research and Intervention Centre, Kenya Institute of Primate Research, Ministry of Health, Karen, Nairobi, Kenya
| | - Ymkje Stienstra
- Centre for Snakebite Research and Interventions, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- Department of Tropical Disease Biology, Liverpool School of Tropical Medicine, Pembroke Place, Liverpool, United Kingdom
- University of Groningen, Department of Internal Medicine/Infectious Diseases, University Medical Centre Groningen, Groningen, The Netherlands
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Aron MB, Mulwafu M, Mailosi B, Kreuels B, Dullie L, Kachimanga C, Blessmann J, Ndarama E, Sambani C, Munyaneza F, Rosenthal A. Experiences and practices of traditional healers on snakebite treatment and prevention in rural Malawi. PLoS Negl Trop Dis 2023; 17:e0011653. [PMID: 37792697 PMCID: PMC10550111 DOI: 10.1371/journal.pntd.0011653] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/05/2023] [Accepted: 09/11/2023] [Indexed: 10/06/2023] Open
Abstract
Snakebite envenoming remains a public health threat in many tropical countries including Malawi. Traditional healers (THs) have been consulted by victims of snakebites as primary caregivers for millennia. There are no studies in Malawi to understand this phenomenon, therefore, our study aimed to explore the experiences and practices of THs regarding snakebite treatment and prevention in rural Malawi. Between August and September 2022, we conducted semi-structured interviews with 16 THs who were purposefully selected from various locations across Neno District, Malawi. We analysed the interview data using Dedoose software, where we generated codes and grouped them into themes. Out of the 16 THs interviewed, 68.8% (n = 11) were male, and 43.8% were aged between 40 and 60 years. Our study identified five themes: THs' knowledge of snakes and treatment, the continuum of care they provide, payment procedures, snakebite prevention, and their relationship with health facilities. They claimed a good understanding of the snakes in their area, including the seasons with more snakebites, and were confident in their ability to provide treatment, however, this was not scientifically proven. They offered a comprehensive care package, including diagnosis, first aid, main treatment, and follow-up care to monitor the victim's condition and adjust treatment as needed. THs provide free treatment for snakebites or use a "pay later" model of service delivery. All THs claimed a "vaccine" for snakebites that could prevent bites or neutralize the venom. However, no formal relationship existed between THs and Health Care Workers (HCWs). We recommend collaboration between HCWs and THs, establishing clear referral pathways for snakebite victims and educating THs on identifying danger signs requiring prompt referral to healthcare facilities.
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Affiliation(s)
- Moses Banda Aron
- Partners In Health / Abwenzi Pa Za Umoyo, Neno, Malawi
- Research Group Snakebite Envenoming, Bernhard Nocht Institute for Tropical Medicine, Hamburg, Germany
| | | | | | - Benno Kreuels
- Research Group Snakebite Envenoming, Bernhard Nocht Institute for Tropical Medicine, Hamburg, Germany
- Section for Tropical Medicine, I. Department of Medicine, University Medical Center Hamburg, Germany
| | | | | | - Jörg Blessmann
- Research Group Snakebite Envenoming, Bernhard Nocht Institute for Tropical Medicine, Hamburg, Germany
| | - Enoch Ndarama
- Neno District Health Office, Ministry of Health, Neno, Malawi
| | - Clara Sambani
- Department of Research, Ministry of Health, Lilongwe, Malawi
| | | | - Anat Rosenthal
- Department of Health Policy and Management, Faculty of Health Sciences, Ben-Gurion University of the Negev, Beersheba, Israel
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Salim A, Williams J, Abdel Wahab S, Adeshokan T, Almeida JR, Williams HF, Vaiyapuri R, Senthilkumaran S, Thirumalaikolundusubramanian P, Patel K, Baksh MF, Lewin MR, Vaiyapuri S. Identifying key factors contributing to treatment costs for snakebite envenoming in private tertiary healthcare settings in Tamil Nadu, India. PLoS Negl Trop Dis 2023; 17:e0011699. [PMID: 37844081 PMCID: PMC10602377 DOI: 10.1371/journal.pntd.0011699] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/23/2023] [Revised: 10/26/2023] [Accepted: 10/05/2023] [Indexed: 10/18/2023] Open
Abstract
BACKGROUND India suffers ~58,000 annual deaths due to snakebites. The 'Big Four' snakes (Russell's viper, Indian cobra, common krait, and saw-scaled viper) that are responsible for most bites cause diverse clinical effects. Delayed treatment increases the risk of serious complications and treatment costs. Although government hospitals offer free treatment for snakebites in India, most patients opt for private healthcare, which is an out-of-pocket expense as they often lack health insurance coverage. This study aims to analyse snakebite treatment costs in private tertiary care hospitals in Tamil Nadu, India and identifies the key factors contributing to treatment costs. METHODOLOGY/PRINCIPAL FINDINGS The treatment cost details for 913 snakebite victims were collected from 10 private tertiary care hospitals across Tamil Nadu. The data were classified into hospital, pharmacy, investigation, and laboratory costs, and analysed to determine various factors that contribute to the costs. The results demonstrate that the average treatment costs vary widely for different snakes. The hospital and pharmacy costs are higher than investigation and laboratory costs for all snakebites. Notably, Russell's viper bites cost significantly more than the bites from other snakes. Overall, the type of snake, nature of complications, specialist treatments required, and arrival time to hospitals were identified as some of the key factors for higher treatment costs. CONCLUSIONS/SIGNIFICANCE These data demonstrate that ~80% of snakebite patients can be treated with INR 100,000 (~GBP 1000 or USD 1200) or less. This study emphasises the urgent need to improve rural medical care by providing appropriate training for healthcare professionals and essential resources to facilitate early assessment of patients, administer the initial dose of antivenom and refer the patients to tertiary care only when needed. Moreover, the outcome of this study forms a basis for developing appropriate policies to regulate snakebite treatment costs and provide affordable medical insurance for vulnerable communities.
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Affiliation(s)
- Anika Salim
- School of Pharmacy, University of Reading, Reading, United Kingdom
| | - Jarred Williams
- School of Pharmacy, University of Reading, Reading, United Kingdom
| | | | - Tade Adeshokan
- School of Pharmacy, University of Reading, Reading, United Kingdom
| | - José R. Almeida
- School of Pharmacy, University of Reading, Reading, United Kingdom
| | | | | | | | | | - Ketan Patel
- School of Biological Sciences, University of Reading, Reading, United Kingdom
| | - M. Fazil Baksh
- Department of Mathematics and Statistics, University of Reading, Reading, United Kingdom
| | - Matthew R. Lewin
- California Academy of Sciences, San Francisco, California, United States of America
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Wafula ST, Namakula LN, Ninsiima LR, Ssekamatte NK, Walekhwa AW, Mugume IB, Musoke D. Barriers and opportunities for improving management of snakebites: Perspectives of healthcare workers in Northern Uganda. PLoS One 2023; 18:e0291032. [PMID: 37747844 PMCID: PMC10519583 DOI: 10.1371/journal.pone.0291032] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/30/2023] [Accepted: 08/20/2023] [Indexed: 09/27/2023] Open
Abstract
BACKGROUND Snakebites are a neglected public health problem that pose a significant burden on affected individuals and communities in many sub-Saharan African countries, including Uganda. However, the barriers and facilitators to snakebite management within healthcare settings are not as well understood and well-documented. The aim of this study was to explore the experiences and perspectives of healthcare workers involved in handling snakebite incidents at individual and health system levels in Arua and Gulu districts in Northern Uganda. We sought to understand how healthcare workers manage snakebite cases, what challenges they encounter, and what opportunities they perceive for improvement. METHODS We conducted a qualitative study using in-depth interviews with 18 healthcare workers from different cadres, seniority levels, and facility types. We used iterative thematic analysis to explore the management procedures, challenges, and opportunities for snakebite management. Using thematic analysis, we identified the overarching themes and subthemes related to snakebite management and associated barriers and opportunities. RESULTS The main barriers to snakebite management identified by healthcare workers were inadequate knowledge and skills; limited availability of antivenom; lack of protocols for snakebite management; delayed treatment-seeking for patients; and poor referral systems. The main opportunities for improvement were regular in-service training; increasing public education and awareness about snakebite prevention and management; and increased funding and research. CONCLUSION This study highlights the need for interventions to address the identified barriers while leveraging the existing opportunities to enhance snakebite management in Uganda. Specifically, we recommend the provision of regular training and support to healthcare workers, developing clinical guidelines, and improving the availability of antivenoms.
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Affiliation(s)
- Solomon T. Wafula
- Department of Disease Control and Environmental Health, College of Health Sciences, Makerere University, Kampala, Uganda
- Department of Infectious Disease Epidemiology, Bernhard Nocht Institute for Tropical Medicine (BNITM), Hamburg, Germany
| | - Lydia N. Namakula
- Department of Disease Control and Environmental Health, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Lesley R. Ninsiima
- Department of Disease Control and Environmental Health, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Noah Kiwanuka Ssekamatte
- Department of Disease Control and Environmental Health, College of Health Sciences, Makerere University, Kampala, Uganda
| | - Abel W. Walekhwa
- Department of Disease Control and Environmental Health, College of Health Sciences, Makerere University, Kampala, Uganda
- Diseases Dynamics Unit, Department of Veterinary Medicine, University of Cambridge, Cambridge, United Kingdom
| | | | - David Musoke
- Department of Disease Control and Environmental Health, College of Health Sciences, Makerere University, Kampala, Uganda
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Bhaumik S, Beri D, Zwi AB, Jagnoor J. Snakebite care through the first two waves of COVID-19 in West Bengal, India: a qualitative study. Toxicon X 2023; 18:100157. [PMID: 37089517 PMCID: PMC10091724 DOI: 10.1016/j.toxcx.2023.100157] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/02/2023] [Revised: 04/04/2023] [Accepted: 04/11/2023] [Indexed: 04/25/2023] Open
Abstract
Snakebite is a public health problem in many countries, with India having the highest number of deaths. Not much is known about the effect of the COVID-19 pandemic on snakebite care. We conducted 20 in-depth interviews with those bitten by venomous snakes through the two waves of COVID-19 (March-May 2020; May-November 2021), their caregivers, health care workers and social workers in two areas (Sundarbans and Hooghly) of West Bengal, India. We used a constructivist approach and conducted a thematic analysis. We identified the following themes: 1. Snakebite continued to be recognised as an acute emergency during successive waves of COVID-19; 2. COVID-19 magnified the financial woes of communities with high snakebite burden; 3. The choice of health care provider was driven by multiple factors and consideration of trade-offs, many of which leaned toward use of traditional providers during COVID-19; 4. Rurality, financial and social disadvantage and cultural safety, in and beyond the health system, affected snakebite care; 5. There is strong and shared felt need for multi-faceted community programs on snakebite. We mapped factors affecting snakebite care in the three-delay model (decision to seek care, reaching appropriate health facility, receiving appropriate care), originally developed for maternal mortality. The result of our study contextualises and brings forth evidence on impact of COVID-19 on snakebite care in West Bengal, India. Multi-faceted community programs, are needed for addressing factors affecting snakebite care, including during disease outbreaks - thus improving health systems resilience. Community programs for increasing formal health service usage, should be accompanied by health systems strengthening, instead of an exclusive focus on awareness against traditional providers.
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Affiliation(s)
- Soumyadeep Bhaumik
- The George Institute for Global Health, University of New South Wales, Sydney, Australia
- Injury Division, The George Institute for Global Health, New Delhi, India
| | - Deepti Beri
- Injury Division, The George Institute for Global Health, New Delhi, India
| | - Anthony B. Zwi
- School of Social Sciences, University of New South Wales, Sydney, Australia
| | - Jagnoor Jagnoor
- The George Institute for Global Health, University of New South Wales, Sydney, Australia
- Injury Division, The George Institute for Global Health, New Delhi, India
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Antivenom availability, delays and use in Australia. Toxicon X 2023; 17:100145. [DOI: 10.1016/j.toxcx.2022.100145] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 10/31/2022] [Revised: 11/30/2022] [Accepted: 12/02/2022] [Indexed: 12/13/2022] Open
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