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Teo MYK, Ibrahim H, Lin CKR, Hamid NABA, Govindasamy R, Somasundaram N, Lim C, Goh JL, Zhou Y, Tay KT, Ong RRS, Tan V, Toh Y, Pisupati A, Raveendran V, Chua KZY, Quah ELY, Sivakumar J, Senthilkumar SD, Suresh K, Loo WTW, Wong RSM, Pei Y, Sng JH, Quek SQM, Owyong JLJ, Yeoh TT, Ong EK, Phua GLG, Mason S, Hill R, Chowdhury AR, Ong SYK, Krishna LKR. Mentoring as a complex adaptive system - a systematic scoping review of prevailing mentoring theories in medical education. BMC MEDICAL EDUCATION 2024; 24:726. [PMID: 38970020 PMCID: PMC11225364 DOI: 10.1186/s12909-024-05707-5] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/22/2024] [Accepted: 06/25/2024] [Indexed: 07/07/2024]
Abstract
BACKGROUND Effective mentorship is an important component of medical education with benefits to all stakeholders. In recent years, conceptualization of mentorship has gone beyond the traditional dyadic experienced mentor-novice mentee relationship to include group and peer mentoring. Existing theories of mentorship do not recognize mentoring's personalized, evolving, goal-driven, and context-specific nature. Evidencing the limitations of traditional cause-and-effect concepts, the purpose of this review was to systematically search the literature to determine if mentoring can be viewed as a complex adaptive system (CAS). METHODS A systematic scoping review using Krishna's Systematic Evidence-Based Approach was employed to study medical student and resident accounts of mentoring and CAS in general internal medicine and related subspecialties in articles published between 1 January 2000 and 31 December 2023 in PubMed, Embase, PsycINFO, ERIC, Google Scholar, and Scopus databases. The included articles underwent thematic and content analysis, with the themes identified and combined to create domains, which framed the discussion. RESULTS Of 5,704 abstracts reviewed, 134 full-text articles were evaluated, and 216 articles were included. The domains described how mentoring relationships and mentoring approaches embody characteristics of CAS and that mentorship often behaves as a community of practice (CoP). Mentoring's CAS-like features are displayed through CoPs, with distinct boundaries, a spiral mentoring trajectory, and longitudinal mentoring support and assessment processes. CONCLUSION Recognizing mentorship as a CAS demands the rethinking of the design, support, assessment, and oversight of mentorship and the role of mentors. Further study is required to better assess the mentoring process and to provide optimal training and support to mentors.
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Affiliation(s)
- Mac Yu Kai Teo
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Halah Ibrahim
- Department of Medical Sciences, Khalifa University College of Medicine and Health Sciences, Abu Dhabi, United Arab Emirates
| | - Casper Keegan Ronggui Lin
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Department of Pharmacy, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Centre for Biomedical Ethics, National University of Singapore, Blk MD11, 10 Medical Drive, Singapore, #02-03, 117597, Singapore
| | - Nur Amira Binte Abdul Hamid
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Ranitha Govindasamy
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Centre for Biomedical Ethics, National University of Singapore, Blk MD11, 10 Medical Drive, Singapore, #02-03, 117597, Singapore
| | - Nagavalli Somasundaram
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore
- Division of Medical Oncology, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Crystal Lim
- Division of Medical Oncology, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Medical Social Services, Singapore General Hospital, Block 3, Singapore, 169854, Singapore
| | - Jia Ling Goh
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Yi Zhou
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Kuang Teck Tay
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Ryan Rui Song Ong
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Vanessa Tan
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Youru Toh
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Anushka Pisupati
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Vijayprasanth Raveendran
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Keith Zi Yuan Chua
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Elaine Li Ying Quah
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Jeevasuba Sivakumar
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Samyuktha Dhanalakshmi Senthilkumar
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Keerthana Suresh
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Wesley Teck Wee Loo
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Ruth Si Man Wong
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Yiying Pei
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Julia Huina Sng
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Simone Qian Min Quek
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Jasmine Lerk Juan Owyong
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Ting Ting Yeoh
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Department of Pharmacy, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Eng Koon Ong
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore
- Assisi Hospice, 832 Thomson Road, Singapore, 574627, Singapore
| | - Gillian Li Gek Phua
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Lien Centre for Palliative Care, Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore
| | - Stephen Mason
- Palliative Care Institute Liverpool, Academic Palliative & End of Life Care Centre, Cancer Research Centre, University of Liverpool, 200 London Road, Liverpool, L3 9TA, UK
| | - Ruaraidh Hill
- Health Data Science, University of Liverpool, Whelan Building The Quadrangle, Liverpool, Brownlow Hill, Liverpool, L69 3GB, UK
| | - Anupama Roy Chowdhury
- Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore
- Department of Geriatric Medicine, Singapore General Hospital, Academia, Level 3, College Road, Singapore, 169608, Singapore
| | - Simon Yew Kuang Ong
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
- Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore
- Division of Medical Oncology, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore
| | - Lalit Kumar Radha Krishna
- Yong Loo Lin School of Medicine, National University of Singapore, Level 11 NUHS Tower Block, 1E Kent Ridge Road, Singapore, 119228, Singapore.
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore.
- Division of Cancer Education, National Cancer Centre Singapore, 30 Hospital Boulevard, Singapore, 168583, Singapore.
- Centre for Biomedical Ethics, National University of Singapore, Blk MD11, 10 Medical Drive, Singapore, #02-03, 117597, Singapore.
- Duke-NUS Medical School, National University of Singapore, 8 College Road, Singapore, 169857, Singapore.
- Palliative Care Institute Liverpool, Academic Palliative & End of Life Care Centre, Cancer Research Centre, University of Liverpool, 200 London Road, Liverpool, L3 9TA, UK.
- Health Data Science, University of Liverpool, Whelan Building The Quadrangle, Liverpool, Brownlow Hill, Liverpool, L69 3GB, UK.
- PalC, The Palliative Care Centre for Excellence in Research and Education, PalC c/o Dover Park Hospice, 10 Jalan Tan Tock Seng, Singapore, 308436, Singapore.
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Krishna LKR, Pisupati A, Ong YT, Teo KJH, Teo MYK, Venktaramana V, Quek CWN, Chua KZY, Raveendran V, Singh H, Wong SLCH, Ng VWW, Loh EKY, Yeoh TT, Owyong JLJ, Chiam M, Ong EK, Phua GLG, Hill R, Mason S, Ong SYK. Assessing the effects of a mentoring program on professional identity formation. BMC MEDICAL EDUCATION 2023; 23:799. [PMID: 37880728 PMCID: PMC10601320 DOI: 10.1186/s12909-023-04748-6] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 02/20/2023] [Accepted: 10/04/2023] [Indexed: 10/27/2023]
Abstract
BACKGROUND Medical education has enjoyed mixed fortunes nurturing professional identity formation (PIF), or how medical students think, feel and act as physicians. New data suggests that structured mentoring programs like the Palliative Medicine Initiative (PMI) may offer a means of developing PIF in a consistent manner. To better understand how a well-established structured research mentoring program shapes PIF, a study of the experiences of PMI mentees is proposed. METHODOLOGY Acknowledging PIF as a sociocultural construct, a Constructivist approach and Relativist lens were adopted for this study. In the absence of an effective tool, the Ring Theory of Personhood (RToP) and Krishna-Pisupati Model (KPM) model were used to direct this dual Systematic Evidence-Based Approach (Dual-SEBA) study in designing, employing and analysing semi-structured interviews with PMI mentees and mentoring diaries. These served to capture changes in PIF over the course of the PMI's mentoring stages. Transcripts of the interviews and mentoring diaries were concurrently analysed using content and thematic analysis. Complementary themes and categories identified from the Split Approach were combined using the Jigsaw Approach and subsequently compared with mentoring diaries in the Funnelling Process. The domains created framed the discussion. RESULTS A total of 12 mentee interviews and 17 mentoring diaries were analysed, revealing two domains-PMI as a Community of Practice (CoP) and Identity Formation. The domains confirmed the centrality of a structured CoP capable of facilitating longitudinal mentoring support and supporting the Socialisation Process along the mentoring trajectory whilst cultivating personalised and enduring mentoring relationships. CONCLUSION The provision of a consistent mentoring approach and personalised, longitudinal mentoring support guided along the mentoring trajectory by structured mentoring assessments lay the foundations for more effective mentoring programs. The onus must now be on developing assessment tools, such as a KPM-based tool, to guide support and oversight of mentoring relationships.
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Affiliation(s)
- Lalit Kumar Radha Krishna
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore.
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore.
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore.
- Duke-NUS Medical School, Singapore, Singapore.
- Lien Centre for Palliative Care, Duke-NUS Medical School, Singapore, Singapore.
- Health Data Science, University of Liverpool, 200 London Road, Liverpool, UK.
- Palliative Care Institute Liverpool, Cancer Research Centre, University of Liverpool, 200 London Rd, L3 9TA, Liverpool, UK.
- The Palliative Care Centre for Excellence in Research and Education, PalC C/O Dover Park Hospice, 10 Jalan Tan Tock Seng, Singapore, 308436, Singapore.
- Centre for Biomedical Ethics, National University of Singapore, Singapore, Singapore.
| | - Anushka Pisupati
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Yun Ting Ong
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Kelly Jia Hui Teo
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Mac Yu Kai Teo
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Vaishnavi Venktaramana
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Chrystie Wan Ning Quek
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Keith Zi Yuan Chua
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Vijayprasanth Raveendran
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Harpreet Singh
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Sabine Lauren Chyi Hui Wong
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Victoria Wen Wei Ng
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Eleanor Kei Ying Loh
- Yong Loo Lin School of Medicine, National University of Singapore, 10 Medical Dr, Singapore, Singapore
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Ting Ting Yeoh
- Division of Oncology Pharmacy, National Cancer Centre Singapore, Singapore, Singapore
| | | | - Min Chiam
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
| | - Eng Koon Ong
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
- Assisi Hospice, Singapore, Singapore
- Office of Medical Humanities, SingHealth Medicine Academic Clinical Programme, Singapore, Singapore
| | - Gillian Li Gek Phua
- Division of Supportive and Palliative Care, National Cancer Centre Singapore, Singapore, Singapore
- Lien Centre for Palliative Care, Duke-NUS Medical School, Singapore, Singapore
| | - Ruaraidh Hill
- Health Data Science, University of Liverpool, 200 London Road, Liverpool, UK
| | - Stephen Mason
- Palliative Care Institute Liverpool, Cancer Research Centre, University of Liverpool, 200 London Rd, L3 9TA, Liverpool, UK
| | - Simon Yew Kuang Ong
- Division of Cancer Education, National Cancer Centre Singapore, Singapore, Singapore
- Duke-NUS Medical School, Singapore, Singapore
- Division of Medical Oncology, National Cancer Centre Singapore, Singapore, Singapore
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