Nicole Last

Ms. Nicole Last


Research Focus & Metrics

Academic Career Length

5Years (2022-Present)

(Calculated once Scilit publication data is synced: current year − year of first publication + 1)

Representative Publications

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23 October 2024 in Medical Education
Verified
Journal Article
Open access
JCJustin Chow
Justin Chow
LALulwa Al‐Duaij
Lulwa Al‐Duaij
NLNicole Last
Nicole Last
USUrmi Sheth
Urmi Sheth
MRMaham Rehman
Maham Rehman
MSMatthew Sibbald
Matthew Sibbald
Introduction: Residency programmes are in transition to a framework for competency‐based medical education (CBME). The intersection of CBME with transformational learning (TL) experiences and professional identity formation (PIF) — particularly within senior learners in transitional states — is unknown but important to understand in order to develop and implement strategies to support trainees' professional development. Methods: Through inductive qualitative methods, we conducted semi‐structured interviews ( n = 22) of current trainees and recent graduates from adult cardiology residency training programmes within Canada to explore the impact of TL experiences on residents' professional growth and identity formation. Interviews were analysed using thematic analysis informed by TL theory. Results: CBME did not appear to influence trainees' experiences of disorienting dilemmas and TL. Important clinical encounters and interpersonal relationships — in particular, those between mentor and mentee — shaped trainees' professional development as cardiologists (‘enabling factors’ for TL and PIF). ‘Imposter phenomenon’ was widely prevalent in our sample study population even among graduates who had already completed their training. Requisite elements for transformation (disorienting dilemmas, critical reflection, discourse and action) also contributed to PIF. Discussion: TL experiences influenced PIF in senior learners but infrequently intersected with CBME; these experiences were more commonly prompted by disorienting dilemmas relating to clinical outcomes or interpersonal interactions independent of CBME‐specific architecture.

12 October 2025 in International Medical Education
Verified
Journal Article
Open access
PDF file
USUrmi Sheth
Urmi Sheth
MLMargret Lo
Margret Lo
JMJeffrey McCarthy
Jeffrey McCarthy
NBNavjeet Singh Baath
Navjeet Singh Baath
NLNicole Last
Nicole Last
MSMatthew Sibbald
Matthew Sibbald
Access to practice opportunities for history-taking in undergraduate medical education can be resource-limited. Large language models are a potential avenue to address this. This study sought to characterize changes in learner self-reported confidence with history-taking before and after a simulation with an LLM-based patient and understand learner experience with and the acceptability of virtual LLM-based patients. This was a multi-method study conducted at McMaster University. Simulations were facilitated with the OSCEai tool. Data was collected through surveys with a Likert scale and open-ended questions and semi-structured interviews. A total of 24 participants generated 93 survey responses and 17 interviews. Overall, participants reported a 14.6% increase in comfort with history-taking. Strengths included its flexibility, accessibility, detailed feedback, and ability to provide a judgement-free space to practice. Limitations included its lower fidelity compared to standardized patients and at times repetitive and less clinically relevant feedback as compared to preceptors. It was overall viewed best as a supplement rather than a replacement for standardized patients. In conclusion, LLM-based virtual patients were feasible and valued as an adjunct tool. They can support scalable, personalized practice. Future work is needed to understand objective metrics of improvement and to design curricular strategies for integration.

5 April 2023 in Medical Education
Verified
Journal Article
Open access
MSMatt Sibbald
Matt Sibbald
NLNicole Last
Nicole Last
AKAmy Keuhl
Amy Keuhl
AAArden Azim
Arden Azim
USUrmi Sheth
Urmi Sheth
SMSandra Monteiro
Sandra Monteiro
Introduction: Health professions training programmes increasingly rely on standardised patient (SP) programmes to integrate equity‐deserving groups into learning and assessment opportunities. However, little is known about the optimal approach, and many SP programmes struggle to meet these growing needs. This study explored insights from health care educators working with SP programmes to deliver curricular content around equity‐deserving groups. Methods: We interviewed 14 key informants in 2021 who were involved in creating or managing SP‐based education. Verbatim transcripts were analysed in an iterative coding process, anchored by qualitative content analysis methodology and informed by two theoretical frameworks: sociologic translation and simulation design. Repeated cycles of data collection and analyses continued until themes could be constructed, aligned with existing theories and grounded in empirical data, with sufficient relevance and robustness to inform educators and curricular leads. Results: Three themes were constructed: (i) creating safety for SPs paid to be vulnerable, (ii) fidelity as an issue broader than who plays the role and (iii) engaging equity‐deserving groups. SP work involving traditionally marginalised groups risk re‐traumatization, highlighting the importance of (i) informed consent in recruiting SPs, (ii) separating role portrayal from lived experiences, (iii) adequately preparing learners and facilitators, (iv) creating time‐outs and escapes for SPs and (v) building opportunity for de‐roling with community support. Conclusions: SP programmes are well positioned to be allies and advocates to equity‐deserving groups and to collaborate and share governance of the educational development process from its outset. SP programmes can support the delivery of curricular content around equity‐deserving groups by advocating with curricular leadership, building relationships with community partners, facilitating co‐creation and co‐delivery of educational content and building safety into simulation.

5 January 2024 in Perspectives on Medical Education
Verified
Journal Article
Open access
PDF file
MRMaham Rehman
Maham Rehman
FKFaran Khalid
Faran Khalid
USUrmi Sheth
Urmi Sheth
LALulwa Al-Duaij
Lulwa Al-Duaij
JCJustin Chow
Justin Chow
MSMatthew Sibbald
Matthew Sibbald
Introduction: Professional Identity Formation (PIF) entails the integration of a profession’s core values and beliefs with an individual’s existing identity and values. Within undergraduate medical education (UGME), the cultivation of PIF is a key objective. The COVID-19 pandemic brought about substantial sociocultural challenges to UGME. Existing explorations into the repercussions of COVID-19 on PIF in UGME have predominantly adopted an individualistic approach. We sought to examine how the COVID-19 pandemic influenced PIF in UGME from a sociocultural perspective. This study aims to provide valuable insights for effectively nurturing PIF in future disruptive scenarios. Methods: Semi structured interviews were conducted with medical students from the graduating class of 2022 (n = 7) and class of 2023 (n = 13) on their medical education experiences during the pandemic and its impact on their PIF. We used the Transformation in Medical Education (TIME) framework to develop the interview guide. Direct content analysis was used for data analysis. Results: The COVID-19 pandemic significantly impacted the UGME experience, causing disruptions such as an abrupt shift to online learning, increased social isolation, and limited in-person opportunities. Medical students felt disconnected from peers, educators, and the clinical setting. In the clerkship stage, students recognized knowledge gaps, producing a “late blooming” effect. There was increased awareness for self-care and burnout prevention. Discussion: Our study suggests that pandemic disruptors delayed PIF owing largely to slower acquisition of skills/knowledge and impaired socialization with the medical community. This highlights the crucial role of sociocultural experiences in developing PIF in UGME. PIF is a dynamic and adaptable process that was preserved during the COVID-19 pandemic.

2 October 2024 in Medical Education
Verified
Journal Article
Open access
MSMatthew Sibbald
Matthew Sibbald
USUrmi Sheth
Urmi Sheth
NLNicole Last
Nicole Last
AKAmy Keuhl
Amy Keuhl
IMIsla McPherson
Isla McPherson
PRPaula Rowland
Paula Rowland
Introduction: Health professions training programmes face increasing reports of professionalism lapses, which can delay, or end, trainee progression. How programmes respond to professionalism lapses to facilitate professional identity development has not been clarified. The objective of this study is to identify factors that facilitate and impair transformations around professionalism lapses in health professions training programmes. Methods: We conducted a qualitative study interviewing 5 faculty and 20 trainees with firsthand or secondhand experience with professionalism lapses from a range of health professions training programmes at McMaster University. Using reflexive thematic analysis, we coded verbatim transcripts informed by the lenses of social and transformative learning theories. We constructed themes through iterative and comparative analysis, seeking meaningful variation across professions and triangulating faculty and trainee perspectives. Results: Four themes were constructed. First, lapses are in the eye of the beholder with personal definitions intersecting with institutional and situation norms. Difficulties exist in recognising and convincing trainees to respond to lapses that are perceived to be minor or subject to interpretation. Second, responses to professionalism lapses occurred within power hierarchies, which impacted how trainees reacted to the remediation process, risked superficial trainee responses to concerns and led to concerns around inequitable treatment in how standards were applied. Third, fostering transformation involves building trainee confidence, agency, trust and engagement. Focused support and advocacy for trainees can empower and promote agency in tackling disorienting lapses. Fourth, perspective shifts involve deep engagement over time, including but not limited to self‐reflection, structured discussion and seeking support. Discussion: Identifying and addressing professionalism lapses is complex and requires nuanced and contextual exploration of personal, institutional and situational dynamics at play. By fostering environments that promote genuine reflection and dialogue and focus on building trainee confidence, agency, trust and engagement, health professions training programmes can better support trainees in navigating these complex situations and contribute to the broader goal of socialising to a professional culture and practice.

20 March 2025 in International Journal of Medical Education
Verified
Journal Article
Open access
PDF file
NLNicole Last
Nicole Last
USUrmi Sheth
Urmi Sheth
AKAmy Keuhl
Amy Keuhl
AGAaron Geekie-Sousa
Aaron Geekie-Sousa
DYDerya Uzelli Yilmaz
Derya Uzelli Yilmaz
MSMatthew Sibbald
Matthew Sibbald
This study aims to explore the perspectives of standardized patients previously involved in equity-seeking healthcare training simulation activities to better understand how stakeholders can engage and support standardized patients in the delivery of educational opportunities for healthcare professionals related to equity, diversity, and inclusivity.