Palliative Care Landscape in the COVID-19 Era: Bibliometric Analysis of Global Research
Abstract
:1. Introduction
2. Methods
2.1. Search Strategy
2.2. Inclusion Criteria
- Original articles only.
- Articles stating the above-mentioned keywords in the title and abstract.
- Published between 1 January 2020 and 25 April 2022.
- Articles written in any language.
- The exclusion criteria were as follows:
- PC papers unrelated to the pandemic.
- Reviews, editorial notes, conference abstracts, letters, discussion, and erratum.
2.3. Screening and Data Extraction
2.4. Data Cleaning and Adjustment
2.5. Data Analysis and Visualization
3. Results
3.1. Characteristics of the Retrieved Articles
3.2. Most Common Journals
3.3. Country Collaborations
3.4. Institutions
3.5. Keywords Co-Occurrence Analysis
4. Discussion
Strengths and Limitations
5. Conclusions
Supplementary Materials
Author Contributions
Funding
Institutional Review Board Statement
Informed Consent Statement
Data Availability Statement
Conflicts of Interest
References
- Cucinotta, D.; Vanelli, M. WHO declares COVID-19 a pandemic. Acta Biomed. 2020, 91, 157–160. [Google Scholar]
- Abu-Odah, H.; Ramazanu, S.; Saleh, E.; Bayuo, J.; Abed, Y.; Salah, M.S. COVID-19 Pandemic in Hong Kong and Gaza Strip: Lessons Learned from Two Densely Populated Locations in the World. Osong Public Health Res. Perspect. 2021, 12, 44–50. [Google Scholar] [CrossRef] [PubMed]
- World Health Organisation COVID-19 Significantly Impacts Health Services for Noncommunicable Diseases. Available online: https://www.who.int/news/item/01-06-2020-covid-19-significantly-impacts-health-services-for-noncommunicable-diseases (accessed on 2 September 2021).
- Yusuf, A.; Sarfati, D.; Booth, C.M.; Pramesh, C.S.; Lombe, D.; Aggarwal, A.; Bhoo-Pathy, N.; Tsunoda, A.; Vanderpuye, V.; Kutluk, T.; et al. Cancer and COVID-19 vaccines: A complex global picture. Lancet Oncol. 2021, 22, 749–751. [Google Scholar] [CrossRef]
- Mendis, R.; Haines, A.; Williams, L.; Mitchener, K.; Grimaldi, F.; Phillips, M.; Shaw, M.; Nguyen, T.P.H.; Dabscheck, A.; Spruijt, O. Palliative care and COVID-19 in the Australian context: A review of patients with COVID-19 referred to palliative care. Aust. Health Rev. 2021, 45, 667–674. [Google Scholar] [CrossRef] [PubMed]
- Gilissen, J.; Pivodic, L.; Unroe, K.T.; Van den Block, L. International COVID-19 palliative care guidance for nursing homes leaves key themes unaddressed. J. Pain Symptom Manag. 2020, 60, e56–e69. [Google Scholar] [CrossRef]
- Bear, L.; Simpson, N.; Angland, M.; Bhogal, J.K.; Bowers, R.; Cannell, F.; Gardner, K.; Lohiya, A.; James, D.; Jivraj, N. ‘A Good Death’during the COVID-19 Pandemic in the UK: A Report on Key Findings and Recommendations; London School of Economics and Political Science: London, UK, 2020. [Google Scholar]
- Cai, X.; Fry, C.V.; Wagner, C.S. International collaboration during the COVID-19 crisis: Autumn 2020 developments. Scientometrics 2021, 126, 3683–3692. [Google Scholar] [CrossRef]
- World Health Organisation COVID-19-Global Literature on Coronavirus Disease. Available online: https://search.bvsalud.org/global-literature-on-novel-coronavirus-2019-ncov/ (accessed on 20 April 2022).
- Abu-Odah, H.; Molassiotis, A.; Liu, J.Y.W. Global palliative care research (2002–2020): Bibliometric review and mapping analysis. BMJ Support. Palliat. Care 2021. [Google Scholar] [CrossRef]
- Chahrour, M.; Assi, S.; Bejjani, M.; Nasrallah, A.A.; Salhab, H.; Fares, M.; Khachfe, H.H. A bibliometric analysis of COVID-19 research activity: A call for increased output. Cureus 2020, 12, e7357. [Google Scholar] [CrossRef] [Green Version]
- Martín-Martín, A.; Orduna-Malea, E.; Thelwall, M.; López-Cózar, E.D. Google scholar, Web of Science, and Scopus: A systematic comparison of citations in 252 subject categories. J. Informetr. 2018, 12, 1160–1177. [Google Scholar] [CrossRef] [Green Version]
- Furstenau, L.B.; Rabaioli, B.; Sott, M.K.; Cossul, D.; Bender, M.S.; Farina, E.M.; Filho, F.N.; Severo, P.P.; Dohan, M.S.; Bragazzi, N.L. A bibliometric network analysis of coronavirus during the first eight months of COVID-19 in 2020. Int. J. Environ. Res. Public Health 2021, 18, 952. [Google Scholar] [CrossRef]
- Abu-Odah, H.; Molassiotis, A.; Liu, J. Challenges on the provision of palliative care for patients with cancer in low- and middle-income countries: A systematic review of reviews. BMC Palliat. Care 2020, 19, 55. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Rietjens, J.A.; Bramer, W.M.; Geijteman, E.C.; van der Heide, A.; Oldenmenger, W.H. Development and validation of search filters to find articles on palliative care in bibliographic databases. Palliat. Med. 2019, 33, 470–474. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Qiu, X.; Nergiz, A.I.; Maraolo, A.E.; Bogoch, I.I.; Low, N.; Cevik, M. The role of asymptomatic and pre-symptomatic infection in SARS-CoV-2 transmission-a living systematic review. Clin. Microbiol. Infect. 2021, 27, 511–519. [Google Scholar] [CrossRef] [PubMed]
- Aria, M.; Cuccurullo, C. bibliometrix: An R-tool for comprehensive science mapping analysis. J. Informetr. 2017, 11, 959–975. [Google Scholar] [CrossRef]
- van Eck, N.J.; Waltman, L. Software survey: VOSviewer, a computer program for bibliometric mapping. Scientometrics 2010, 84, 523–538. [Google Scholar] [CrossRef] [Green Version]
- Gephi Gephi Tutorial Quick Start. Available online: https://gephi.org/tutorials/gephi-tutorial-quick_start.pdf (accessed on 24 April 2020).
- Gómez, S. Centrality in networks: Finding the most important nodes. In Business and Consumer Analytics: New Ideas; Moscato, P., de Vries, N.J., Eds.; Springer International Publishing: Cham, Switzerland, 2019; pp. 401–433. [Google Scholar]
- Alderman, B.; Webber, K.; Davies, A. An audit of end-of-life symptom control in patients with corona virus disease 2019 (COVID-19) dying in a hospital in the United Kingdom. Palliat. Med. 2020, 34, 1249–1255. [Google Scholar] [CrossRef]
- Pearce, C.; Honey, J.R.; Lovick, R.; Zapiain Creamer, N.; Henry, C.; Langford, A.; Stobert, M.; Barclay, S. ‘A silent epidemic of grief’: A survey of bereavement care provision in the UK and Ireland during the COVID-19 pandemic. BMJ Open 2021, 11, e046872. [Google Scholar] [CrossRef]
- Johns Hopkins University Coronavirus Resource Center. Available online: https://coronavirus.jhu.edu/map.html (accessed on 3 September 2021).
- Morrison, R.S. Models of palliative care delivery in the United States. Curr. Opin. Support. Palliat. Care 2013, 7, 201–206. [Google Scholar] [CrossRef] [Green Version]
- Connor, S.R. Development of hospice and palliative care in the United States. Omega 2007, 56, 89–99. [Google Scholar] [CrossRef]
- Abu-Odah, H.; Molassiotis, A.; Liu, J. Lessons Learned from Countries That Have Introduced Palliative Care Services into Their National Health System: A Narrative Review. J. Palliat. Care 2022, 37, 55–56. [Google Scholar] [CrossRef]
- Wang, D.; Hu, B.; Hu, C.; Zhu, F.; Liu, X.; Zhang, J.; Wang, B.; Xiang, H.; Cheng, Z.; Xiong, Y.; et al. Clinical characteristics of 138 hospitalized patients with 2019 novel coronavirus–infected pneumonia in Wuhan, China. JAMA 2020, 323, 1061–1069. [Google Scholar] [CrossRef] [PubMed]
- Fadul, N.; Elsayem, A.F.; Bruera, E. Integration of palliative care into COVID-19 pandemic planning. BMJ Support. Palliat. Care 2021, 11, 40. [Google Scholar] [CrossRef] [PubMed]
- Powell, R.A.; Rodriquez-Campos, L.; Opare-Lokko, E.B.; Ebenso, B.E.; Allsop, M.J. ‘Flattening’ one curve: What about ‘raising the line’ on the other? COVID-19 and palliative care in low-income and middle-income countries. BMJ Support. Palliat. Care 2021, 11, 119. [Google Scholar] [CrossRef] [PubMed]
- Grammes, N.; Millenaar, D.; Fehlmann, T.; Kern, F.; Böhm, M.; Mahfoud, F.; Keller, A. Research output and international cooperation among countries during the COVID-19 pandemic: Scientometric analysis. J. Med. Internet Res. 2020, 22, e24514. [Google Scholar] [CrossRef] [PubMed]
- Meslin, E.M.; Garba, I. International collaboration for global public health. In Public Health Ethics: Cases Spanning the Globe; Springer: Cham, Switzerland, 2016; pp. 241–284. [Google Scholar]
- Moral-Munoz, J.A.; Carballo-Costa, L.; Herrera-Viedma, E.; Cobo, M.J. Production trends, collaboration, and main topics of the integrative and complementary oncology research area: A bibliometric analysis. Integr. Cancer Ther. 2019, 18, 1534735419846401. [Google Scholar] [CrossRef] [Green Version]
- Bouça-Machado, R.; Rosário, M.; Alarcão, J.; Correia-Guedes, L.; Abreu, D.; Ferreira, J.J. Clinical trials in palliative care: A systematic review of their methodological characteristics and of the quality of their reporting. BMC Palliat. Care 2017, 16, 10. [Google Scholar] [CrossRef] [Green Version]
- World Health Organization. In WHO Definition of Palliative Care; World Health Organization: Geneva, Switzerland, 2022.
- Zhang, L.; Zhu, F.; Xie, L.; Wang, C.; Wang, J.; Chen, R.; Jia, P.; Guan, H.Q.; Peng, L.; Chen, Y.; et al. Clinical characteristics of COVID-19-infected cancer patients: A retrospective case study in three hospitals within Wuhan, China. Ann. Oncol. Off. J. Eur. Soc. Med. Oncol. 2020, 31, 894–901. [Google Scholar] [CrossRef]
- Guan, W.J.; Ni, Z.Y.; Hu, Y.; Liang, W.H.; Ou, C.Q.; He, J.X.; Liu, L.; Shan, H.; Lei, C.L.; Hui, D.S.C.; et al. Clinical characteristics of coronavirus disease 2019 in China. N. Engl. J. Med. 2020, 382, 1708–1720. [Google Scholar] [CrossRef]
- Mehta, V.; Goel, S.; Kabarriti, R.; Cole, D.; Goldfinger, M.; Acuna-Villaorduna, A.; Pradhan, K.; Thota, R.; Reissman, S.; Sparano, J.A.; et al. Case fatality rate of cancer patients with COVID-19 in a New York hospital system. Cancer Discov. 2020, 10, 935–941. [Google Scholar] [CrossRef]
- Garassino, M.C.; Whisenant, J.G.; Huang, L.C.; Trama, A.; Torri, V.; Agustoni, F.; Baena, J.; Banna, G.; Berardi, R.; Bettini, A.C.; et al. COVID-19 in patients with thoracic malignancies (TERAVOLT): First results of an international, registry-based, cohort study. Lancet. Oncol. 2020, 21, 914–922. [Google Scholar] [CrossRef]
- Wallace, C.L.; Wladkowski, S.P.; Gibson, A.; White, P. Grief during the COVID-19 pandemic: Considerations for palliative care providers. J. Pain Symptom Manag. 2020, 60, e70–e76. [Google Scholar] [CrossRef] [PubMed]
- Harvey, J.B.; Valenta, S.; Simpson, K.; Lyles, M.; McElligott, J. Utilization of outpatient telehealth services in parity and nonparity states 2010–2015. Telemed. J. E-Health 2019, 25, 132–136. [Google Scholar] [CrossRef] [PubMed]
- Orlando, J.F.; Beard, M.; Kumar, S. Systematic review of patient and caregivers’ satisfaction with telehealth videoconferencing as a mode of service delivery in managing patients’ health. PLoS ONE 2019, 14, e0221848. [Google Scholar] [CrossRef] [Green Version]
- Martinez, K.A.; Rood, M.; Jhangiani, N.; Kou, L.; Rose, S.; Boissy, A.; Rothberg, M.B. Patterns of use and correlates of patient satisfaction with a large nationwide direct to consumer telemedicine service. J. Gen. Intern. Med. 2018, 33, 1768–1773. [Google Scholar] [CrossRef] [PubMed] [Green Version]
- Bashshur, R.; Doarn, C.R.; Frenk, J.M.; Kvedar, J.C.; Woolliscroft, J.O. Telemedicine and the COVID-19 pandemic, lessons for the future. Telemed. J. E-Health 2020, 26, 571–573. [Google Scholar] [CrossRef] [Green Version]
- O’Connor, M.; Asdornwised, U.; Dempsey, M.L.; Huffenberger, A.; Jost, S.; Flynn, D.; Norris, A. Using telehealth to reduce all-cause 30-day hospital readmissions among heart failure patients receiving skilled home health services. Appl. Clin. Inf. 2016, 7, 238–247. [Google Scholar] [CrossRef] [Green Version]
- Funderskov, K.F.; Boe Danbjørg, D.; Jess, M.; Munk, L.; Olsen Zwisler, A.D.; Dieperink, K.B. Telemedicine in specialised palliative care: Healthcare professionals’ and their perspectives on video consultations-A qualitative study. J. Clin. Nurs. 2019, 28, 3966–3976. [Google Scholar] [CrossRef]
- Fan, J.; Gao, Y.; Zhao, N.; Dai, R.; Zhang, H.; Feng, X.; Shi, G.; Tian, J.; Chen, C.; Hambly, B.D.; et al. Bibliometric analysis on COVID-19: A comparison of research between English and Chinese Studies. Front. Public Health 2020, 8, 477. [Google Scholar] [CrossRef]
- Gong, Y.; Ma, T.C.; Xu, Y.Y.; Yang, R.; Gao, L.J.; Wu, S.H.; Li, J.; Yue, M.L.; Liang, H.G.; He, X.; et al. Early research on COVID-19: A bibliometric analysis. Innovation 2020, 1, 100027. [Google Scholar] [CrossRef]
Characteristics | Results |
---|---|
Main information about data | |
Sources (journals) | 357 |
Average citations per documents | 7.828 |
Average citations per year per | 2.90 |
Number of references in included articles | 4927 |
Document contents | |
Keywords plus | 2985 |
Author’s keywords in the paper | 1129 |
Authors | |
Total authors in included papers | 5204 |
Authors in multi-authored documents | 5171 |
Authors collaboration | |
Single-authored documents | 39 |
Documents per author | 0.129 |
Authors per document | 7.73 |
Co-authors per documents | 10.4 |
Rank | Journals (JIF, Quartile (2020)) † | Articles n (%) | Total Citations | H_Index | Geographic Region of Journal |
---|---|---|---|---|---|
1st | Journal of Pain & Symptom Management (JIF = 3.61, Q2) | 60 (8.9%) | 360 | 10 | North America |
2nd | Palliative Medicine (JIF = 4.76, Q1) | 32 (4.6%) | 82 | 6 | Europe |
3rd | American Journal of Hospice & Palliative Medicine (JIF = 2.50, Q3) | 30 (4.5%) | 39 | 3 | North America |
4th | Journal of Palliative Medicine (JIF = 2.94, Q2) | 22 (3.3%) | 41 | 2 | North America |
5th | Indian Journal of Palliative Care (JIF = NA, Q4) | 21 (3.1%) | 33 | 3 | India |
6th | Journal of Hospice & Palliative Nursing (JIF = 1.91, Q3) | 14 (2.1%) | 24 | 2 | North America |
7th | BMJ Supportive & Palliative Care (JIF = 3.56, Q2) | 11 (1.6%) | 30 | 2 | Europe |
8th | Soins (JIF = NA, Q4) | 11 (2.5%) | 5 | 0 | France |
9th | Palliative & Supportive Care (JIF = 2.25, Q3) | 6 (1.5%) | 12 | 2 | Europe |
10th | BMJ Open (JIF = 2.69, Q2) | 6 (1.5%) | 14 | 3 | Europe |
Rank | Country | Articles Numbers † | No. of Citations | Citation Average | Percentage of Articles Published by the Country | COVID Cases (in Millions) ‡ | Articles/Million COVID Cases | COVID Deaths (in 1000) ‡ | Articles/1000 COVID Deaths |
---|---|---|---|---|---|---|---|---|---|
1st | USA | 183 | 1902 | 10.39 | 27.2% | 82.7 | 2.2 | 1.019 | 0.0001 |
2nd | United Kingdom | 84 | 620 | 7.38 | 12.5% | 21.9 | 3.8 | 174.1 | 0.48 |
3rd | India | 45 | 77 | 1.71 | 6.7% | 43.1 | 1.1 | 522.3 | 0.86 |
4th | Italy | 39 | 289 | 7.41 | 5.8% | 16.2 | 2.4 | 162.9 | 0.24 |
5th | Germany | 35 | 150 | 4.28 | 5.2% | 24.3 | 1.4 | 135.12 | 0.26 |
6th | Australia | 31 | 131 | 4.22 | 4.6% | 5.7 | 5.4 | 7.1 | 4.36 |
7th | France | 26 | 206 | 7.92 | 3.9% | 28.4 | 0.91 | 145.4 | 0.18 |
8th | Spain | 26 | 129 | 4.96 | 3.9% | 11.8 | 2.2 | 104.2 | 0.25 |
9th | Canada | 23 | 129 | 5.61 | 3.4% | 3.7 | 6.2 | 38.9 | 0.59 |
10th | Brazil | 20 | 44 | 2.2 | 3.0% | 30.3 | 0.6 | 662.9 | 0.03 |
Rank | Keywords | Occurrences | Total Link Strength | Rank | Keywords | Occurrences | Total Link Strength |
---|---|---|---|---|---|---|---|
1st | COVID-19 | 291 | 381 | 21st | Critical care | 5 | 7 |
2nd | Palliative care | 193 | 311 | 22nd | Elderly | 5 | 11 |
3rd | Cancer | 23 | 49 | 23rd | Home care | 5 | 10 |
4th | Telehealth | 18 | 34 | 24th | Primary care | 5 | 9 |
5th | Death and dying | 16 | 35 | 25th | Prognosis | 5 | 9 |
6th | Hospitalization | 12 | 25 | 26th | Social work | 5 | 13 |
7th | Bereavement | 11 | 29 | 27th | Symptom management | 5 | 11 |
8th | Communication | 11 | 26 | 28th | Terminal care | 5 | 14 |
9th | Advance care planning | 10 | 20 | 29th | Treatment | 5 | 12 |
10th | Nursing | 10 | 19 | 30th | Adult | 4 | 6 |
11th | Qualitative research | 10 | 18 | 31st | Challenges | 4 | 10 |
12th | Ethics | 9 | 16 | 32nd | Dementia | 4 | 10 |
13th | Quality of life | 9 | 22 | 33rd | Education | 4 | 6 |
14th | Grief | 7 | 17 | 34th | Geriatrics | 4 | 7 |
15th | Pediatric | 7 | 10 | 35th | Goals of care | 4 | 10 |
16th | Nursing homes | 6 | 15 | 36th | Preparedness | 4 | 7 |
17th | Palliative medicine | 6 | 13 | 37th | Psychological distress | 4 | 7 |
18th | Public health | 6 | 13 | 38th | Radiotherapy | 4 | 9 |
19th | Anxiety and depression | 5 | 9 | 39th | Triage | 4 | 8 |
20th | Chemotherapy | 5 | 11 |
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Abu-Odah, H.; Su, J.; Wang, M.; Lin, S.-Y.; Bayuo, J.; Musa, S.S.; Molassiotis, A. Palliative Care Landscape in the COVID-19 Era: Bibliometric Analysis of Global Research. Healthcare 2022, 10, 1344. https://doi.org/10.3390/healthcare10071344
Abu-Odah H, Su J, Wang M, Lin S-Y, Bayuo J, Musa SS, Molassiotis A. Palliative Care Landscape in the COVID-19 Era: Bibliometric Analysis of Global Research. Healthcare. 2022; 10(7):1344. https://doi.org/10.3390/healthcare10071344
Chicago/Turabian StyleAbu-Odah, Hammoda, Jingjing Su, Mian Wang, Sin-Yi (Rose) Lin, Jonathan Bayuo, Salihu Sabiu Musa, and Alex Molassiotis. 2022. "Palliative Care Landscape in the COVID-19 Era: Bibliometric Analysis of Global Research" Healthcare 10, no. 7: 1344. https://doi.org/10.3390/healthcare10071344
APA StyleAbu-Odah, H., Su, J., Wang, M., Lin, S. -Y., Bayuo, J., Musa, S. S., & Molassiotis, A. (2022). Palliative Care Landscape in the COVID-19 Era: Bibliometric Analysis of Global Research. Healthcare, 10(7), 1344. https://doi.org/10.3390/healthcare10071344