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. 2023 Apr 14;13:4. Originally published 2023 Jan 18. [Version 2] doi: 10.12688/mep.19487.2

Anti-Black racism in clinical supervision: asynchronous simulated encounters facilitate reflective practice

Amanda J Calhoun 1,#, Andrés Martin 1,a,#, Ayodola Adigun 2, Shirley D Alleyne 3, Kammarauche Aneni 1, Tara Thompson-Felix 1, Andrea Asnes 4, Marco A de Carvalho-Filho 5, Laelia Benoit 1, Inginia Genao 6
PMCID: PMC10140654  PMID: 37123251

Version Changes

Revised. Amendments from Version 1

This version is updated by including: 1) Additional content and references regarding reflective practice in clinical care; 2) A more clearly delineated separation between the two components of the paper: a) a qualitative analysis regarding reactions to, and reflections on racist interactions between supervisors and trainees, and b) the development of the stimuli videos depicting such interactions, which were used as elicitation prompts;  and 3) Reorganization of subsections to enhance overall clarity and flow. The revised version has the same authors, and general content and conclusions are unchanged from the original.

Abstract

Background

Racist interactions in clinical practice remain a pervasive reality for Black healthcare providers. We sought to develop a framework to inform supervisors’ actions when confronting racism in clinical practice and protecting trainees under their oversight.

Methods

We conducted a qualitative study in which experienced supervisors responded to seven short, videotaped interactions between: 1) Black trainees and a simulated patient (SP) in a racist role; 2) the trainees and their respective supervisors; and 3) the trainees and their supervisors together with the SP. The clinical exchanges exemplified different types of racist (entrenching) or antiracist (uprooting) behaviors by the supervisors. After viewing each clip, participants wrote their reflections confidentially; they later joined a structured debriefing together. We used thematic analysis to identify supervisors’ behavioral patterns when confronting racist interactions.

Results

Based on the input of 52 participants recruited into five two-hour-long sessions, we categorized the behaviors of supervisors facing anti-Black racial injuries involving learners under their oversight. We organized supervisor behaviors into five interlocking domains, each with a range of possible themes: 1) Joining: from conciliatory to confrontational in communicating with the aggressor; 2) Explicitness: from avoiding to naming racism; 3) Ownership: from individual to shared responsibility of the event and the response to it; 4) Involving: from excusing to including the aggrieved party when confronting the aggressor; and 5) Stance: from protective to paternalistic in supporting the learner’s autonomy.

Conclusions

Our qualitative findings can provide a framework for facilitated discussion toward reflective practice among healthcare providers who may have experienced, witnessed, or intervened in anti-Black racist interactions. They can also help medical educators to inform faculty development to fight anti-Black racism in clinical practice. The video materials we developed are available for viewing and download and can be used or adapted as springboards for reflective discussion or faculty development activities.

Keywords: Racism, anti-racism, supervision, medical education, qualitative

Introduction

Anti-Black racism in the medical workplace remains a daily reality for many. Black medical students, residents, fellows, practicing physicians, patients, and staff experience routine acts ranging from micro-aggressions and racialized dismissiveness to overt aggression 14 . Hostile conditions met by Black medical professionals contribute to disparities in recruitment, retention, and representation at all levels of practice. Racism in healthcare negatively impacts minoritized employees’ wellness and productivity and has a deleterious effect at the organizational level 5 . Efforts to address these serious problems have not had nearly enough impact on daily practice. For example, implicit bias training, emphasizing recognition rather than communication, behaviors, or other strategies for change, does not necessarily lead to measurable changes in the workplace 68 .

In medical settings, a specific clinical challenge for supervisors is how to respond—in real-time, at the moment of charged affect—to racialized and hostile interactions involving trainees under their supervision 9 . Supervisors responsible for the oversight, protection, and support of their racially minoritized charges are often inconsistent in their approach and have limited guidance to inform their actions. Several useful approaches to deal with microaggressions and racism in the medical workplace have been put forth 1, 1012 . These studies have predominantly focused on learners rather than supervisors. The closest exception is a qualitative study in which medical students identified ideal responses by their supervisors to microaggressions 13 .

Racist interactions are common in clinical work but are often unwitnessed. For example, it is rare for supervisors to be present at the time the trainee is on the receiving end of racialized aggression. Discussing such an event after-the-fact may remain too raw for some trainees or come too late for others. As a result of few opportunities for practice or to intervene in real time, supervisors may lack the skills or feel unprepared to combat racism in their clinical workspace. Human simulation offers a promising approach for supervisors to improve their antiracist actions in clinical practice 14, 15 .

One way of addressing racism in clinical settings is to take a deliberately antiracist stance in education (including through simulation) and practice (including through supervision) 16, 17 . Antiracism, which posits that racial groups are equal and supports policies that reduce racial inequity 18 , is complementary to critical race theory (CRT) 19, 20 . In turn, CRT considers race and racism from the perspective of power and larger historical determinants socially engrained over time. Reparative justice practices—based on the three tenets of acknowledging victims, taking concrete steps to repair harms, and validating victims as bearers of equal rights—can contribute to positive change in the learning environment through intergroup contact that emphasizes perspective-taking (e.g., between a trainee and a supervisor) 21 .

Critical reflective practices can also support antiracist practices. By fostering an awareness of the self and the situation at hand, reflective practice can inform future actions informed by current understanding 22 . Through facilitated or individual reflection, through committed reflective practice, assumptions can be revisited and new perspectives considered 23 . At the core of reflective practice is the tenet that “being critically reflective is not a binary trait possessed (or not) by individuals. It is learnable through personally meaningful experiences” 24 .

In an effort to enhance supervisors’ concrete tools to address racist interactions in the clinical workspace, we designed and conducted a qualitative research study (not a program evaluation) informed by a theoretical context of antiracism, CRT, reparative justice, and critical reflective practice to identify aspects that could be leveraged toward positive change in pursuit of more equitable, supportive, and protective supervision of targeted trainees. To that end, we first created as elicitation prompts a series of short video clips depicting anti-Black racist and antiracist clinical interactions based on the lived experience of those creating their content, which we embedded into faculty development activities to foster reflective practice in clinical supervision.

Methods

Our study consisted of two distinct components: 1) creation of stimulus videos depicting racist and antiracist interactions in clinical practice; and 2) qualitative analysis of data collected during small group sessions, in which clinicians reflected on seven short videoclips.

Ethics and consent

Participants provided written informed consent, and the Yale Institutional Review Board approved the study (protocol # 2000030453; approved April 9, 2021). Participants appearing in the videos ( Extended data) also provided written consent to the videos’ publication.

Background and setting: creation of stimulus videos

We created seven videos depicting the interactions and behavioral patterns outlined in Table 1. In them, trainees first interact with a racist patient; they next meet with their supervisor to discuss the case; the trainee and supervisor finally rejoin the patient.

Table 1. Stimulus videos of simulated encounters depicting racist and antiracist behaviors in clinical supervision.

Clip Featured Depicted interactions
IA Trainee and patient in
racist encounter
As a Black female physician updates a white male patient, he responds with several overt racialized
statements (e.g., repeatedly questioning her credentials, implying she is a "diversity" recruit, or
asking for a doctor "I can relate to.")
IIA Trainee and supervisor in
interactions that entrench
racism and the status quo
Frozen trainee: a stunned reaction in which she finds it hard to say much and experiences a wilting
silence.
Dismissive racism, where the supervisor brushes off events or actions as universal ("we all have been
treated this way," "it's part of the job experience"), not relevant ("it's him, not you: it's not personal"), or
ignored through platitudes ("you are doing a great job, don't pay attention to that, just focus on the
patient.")
IIIA Fleeing trainee, attempting to negotiate out of the clinical encounter ("I'll see any other patient
instead"), at times ingratiating herself through fawning compliments ("you are so good at dealing
with complex cases.")
Benevolent racism, where the supervisor can identify emotional hurt, perhaps even inquire whether
racism has been at play. However, her response becomes oppressive in its overzealous attempt to
resolve the situation prematurely.
IVA Forward-leaning trainee, discussing in a direct and candid way the racist interaction she experienced–
and the only example in which racism is explicitly named.
Internalized racism, in which the supervisor identifies the racist behavior for what it is but
recommends avoiding it ("it will just make things worse"), implying a role in exacerbating matters
("you mentioned racism?", "you were too direct"), and warning against possible retaliation ("he might
file a complaint," "you don't want to be pegged as the ‘angry Black woman.")
IIB
IIIB
IVB
Trainee, supervisor, and
patient in interactions
that uproot racism and
foster antiracist practice
The same three trainee-supervisor pairs now join the patient; in these interactions, supervisors
demonstrate behaviors they had considered effective and supportive in their past experience:
actions they felt proud of toward disrupting racist events and tense interactions; in short, ways in
which they considered having been effective in the oversight and protection of their trainees.
Among some of the statements by supervisors: “What you said was racist and is unacceptable”; “You
are treating me very differently than her, even though she is taking excellent care of your child”; “No;
we are not in agreement, and I find your comments dismissive and offensive”; “We will take care of
your son, but will ask you to leave if you persist with this behavior”; “I will call security if you persist.”

Note: video clips have a mean duration of 5 minutes each. All videos are available for viewing or download at Figshare 25 .

Trainees. Our study is grounded in participatory action research (PAR) 2628 , an approach in which an intervention's intended beneficiaries are involved in its development. In this case, those beneficiaries included five Black female physicians who had been on the receiving end of racist interactions during graduate training. Using the principles of co-constructive patient simulation 29 , in which case scenarios and learning objectives are co-constructed by the learners rather than the instructors, they developed scripts and then demonstrated in the videos three response styles common in facing racist interactions as trainees: freezing, fawning, and forward-leaning (see Table 1)

Supervisors. The supervising physicians in the videos were three senior coauthors with extensive supervisory experience. Each one represented a different demographic: a white man, a white woman, and an Afro-Caribbean woman. In anticipation of recording the video interactions, we asked each one of them to think back to supervisory responses falling into one of two categories around racism: entrenching (racist) or uprooting (antiracist). For the entrenching responses, supervisors recalled ways in which they or their colleagues had not addressed racism effectively, where if anything, they may have helped sustain or reify the status quo of their work environment. For their uprooting responses, this time demonstrating behaviors they had considered effective and supportive in the oversight and protection of their trainees.

Simulated patient. A professional actor with experience working as a simulated patient (SP) followed best practices 30 in taking on the patient role ( e.g., working with medical scripts and in medical settings, patient confidentiality, infection control, etc). All others featured in the video clips are practicing clinicians, not actors.

Participants and study design

We recruited volunteer participants into a research session on best practices in supervision through email solicitation, using listservs from the office of Graduate Medical Education and the departments of medicine, pediatrics, and child psychiatry at Yale School of Medicine. We specifically approached, in equal parts, faculty members with at least three years of supervisory experience and senior residents or fellows with at least three years of postgraduate training. In addition, we opened recruitment to clinicians of similar seniority in other disciplines, including psychology, social work, and nursing. We informed participants that we would not collect any personally identifying information.

We conducted five sessions every other week between July and September of 2021. Each two-hour-long session consisted of four parts. In part I (Clinical encounter, video IA) and II (Supervision, videos IIA, IIIA, IVA), participants viewed short clips depicting vignettes demonstrating racist clinical interactions, as exemplified by the same supervising clinicians. Following each video, they had three minutes to enter free text comments into Qualtrics (Provo, UT) using their preferred WiFi-enabled device. Participants had the simple prompt to enter their reactions to the videos and any ideas of what they would have done differently if finding themselves in a similar situation. We conducted the study through video conferencing using Zoom (San Jose, CA); the video-clips had been pre-recorded. To prevent interaction during the first two phases, we asked participants to turn off their cameras and microphones.

After a short break, we presented a Didactic (III) developed with the goals of 1) enhancing education of the historical and current underpinnings of anti-Black racism in the medical system and how it fuels distrust among Black patients, 2) developing knowledge and skills to analyze racial disparities in medical practice through the lens of anti-Black racism, 3) developing the skills and tools to name racism and productively intervene in clinical settings in real time, and 4) examining antiracist attitudes and behaviors along a hypothesized continuum 31 . To exemplify best antiracist practices in clinical supervision, we incorporated three uprooting (disrupting ) video conditions into the didactic (videos IIB, IIIB, IVB). In this way, all participants got to see each of the three supervisors using both their entrenching (racist, II) and uprooting (antiracist, III) approaches in response to racist injuries. After a final Debriefing (IV), recorded and transcribed verbatim, participants completed their last free-text entry. The video stimuli and debriefing prompted participants to recall past experiences and reflect on what they saw and experienced during the activity. We contacted all participants by email two weeks after their session and encouraged them to provide any additional thoughts or reflections; we did not provide them with a specific prompt.

Qualitative analysis and reflexivity

We used thematic analysis (TA) 32, 33 to identify supervisors’ behavioral patterns when confronting racist interactions. TA fosters flexibility in identifying underlying commonalities. Analyzing and writing occur iteratively in TA, which includes detailed accounts of the data undergirding specific themes. Aided by NVivo software (QSR International, Melbourne), two authors coded independently toward developing a joint codebook of overarching themes that reached theoretical sufficiency 34 . All authors had an opportunity to review and comment on the iteratively developed codebook and ensuing manuscript, and helped in the resolution of coding discrepancies. Our final domains and underlying themes are supported by representative verbatim quotes.

We addressed our own reflexivity 35 by focusing on emotionally-laden, complex, or ambiguous subject matter, i.e., considering rather than discarding our personal and subjective views as investigators. The investigative team included physicians who had experienced or witnessed racism directly, as well as supervisors who in their own estimation had responded in ways they later deemed suboptimal. Of relevance, seven of the participants had participated in a CCPS (co-constructive patient simulation) session involving a similar case depicting racism. That session was so emotionally laden that some participants were angry and felt “put on the spot”; the SP declined to participate in that role again. An impetus for this study—and for moving it to an asynchronous video-based format—was the investigators’ goal to retain the valuable components of that learning experience without alienating or vicariously traumatizing its intended participants.

Results

We received expressions of interest from 69 individuals, 52 (75%) of whom joined one of five sessions (median, 11 participants per session; range, 8 to 12). Volunteers were primarily physicians (n = 37, 71%), 19 of them senior trainees (37%). They self-identified as female (60%), Black (35%), and Latinx / Hispanic (13%). We intentionally oversampled Black participants: one-third in our sample, compared to the 2019 US census average of 13.4%. We identified behavioral patterns based on the qualitative analysis of participants’ contributions. We analyzed 260 free-text entries (noted with an S, for "Session," in the sections that follow), five transcribed debriefing sessions (noted with a D, for “Debriefing”), and written reflections submitted by 32 (62%) participants two or more weeks after their index session (median, three weeks; range, 2 to 7; noted with an F, for “Follow-up”).

We organized behaviors around five interlocking themes, each with a range of possible approaches supervisors could resort to when confronting similar challenges (see Table 2).

Table 2. Supervisors’ behavioral responses to racist acts in clinical practice.

Domain Theme Sample quotes
Joining Conciliatory It’s never the message; it’s always the delivery. We can say these things without our pride as
supervisors competing and spiraling into a battle of ideologies. I don’t know how much is won by that.
(S5)
Confrontational You assert your authority as a boss, a white boss, a non-Black boss—notice I said non-Black boss—
that’s intentional, and you say, “We will not accept this behavior.” Period. If you can’t do this, if you
can’t stop being racist, you can leave. We will take care of your child, but you cannot stay here. If
necessary, we will call security. (S6)
Explicitness Avoiding Naming racism and racist behaviors always gets an emotional response. We can confront racism
without the emotions unleashed by naming it, which often obscure the problem and prevent possible
solutions. (S7)
Naming Why should I have to couch my response in terms that are "comfortable" for this aggressor? Why
indeed? (S8)
Ownership Individual I want to be supportive, but I don’t want to be the rescuer, the “white savior”. How do I empower, but
still be supportive at the same time? (D1)
Shared It is important to know what kind of support you get from the power structure in that institution
because I’ve seen too many times where you will confront somebody and take a stance about their
behavior, but because they’re threatened, then somebody who’s higher up comes along and tells
you what you’ve done is not correct. And they validate their behavior by saying it was acceptable and
yours was not. You need a supportive power structure. (D2)
Involving Excusing You don’t want to put such a toll on the person at that moment; you need to give them space and
time to express what they want, with whom they want, at the moment they want. (D3)
Incorporating Having the discussion with the trainee in the room addressed the reality of the hostile work
environment in which they work and recognized the strength it took as a person of color to speak up
in this way. (S9)
Stance Protective Listen and affirm; do not direct, postulate, pontificate. (D4)
Paternalistic Is the pursuit of total protection from any type of harm the best goal to support trainees’ entry into
attending and leadership roles? When does supervisor protection veer into protectionism akin to a
parent-child relationship instead of working together as colleagues in a shared struggle to end all
isms? (F2)

Abbreviations: Verbatim quotes derive from one of three study phases: S = Session; D = Debriefing; and F = Follow-up. The adjacent numbers are sequentially generated and not linked to any given session or participant.

Supervisors’ responses to racist actions

1. Joining: from conciliatory to confrontational in communicating with the aggressor

In response to a racist interaction, an overt approach resonated with some participants on the "step in, step up, shut (him) up" (S1) side of the spectrum, one in which "my dignity is more important than my position," (S2) and where they deemed alternatives to confrontation as unrealistic. From this perspective, absent forceful engagement with its source would risk perpetuating and tolerating similar behaviors in the future—consistent with prior experience, in which little systemic protection had taken place:

  • Rather than negotiating or dialoguing with patients and their families, there needs to be a boundary of absolutely no tolerance. (S3)

Others worried about a sudden and uncalled-for rush to action, advocating instead for a measured approach. By adjusting the intensity and slowing the timing of the response, they sought to balance an overriding clinical duty to the patient with the necessary support of the trainee. They advocated for behavioral scaling, concerned that forceful confrontation could exacerbate tensions and poor outcomes and defeat the building of necessary skills, such as alternative approaches through dialogue toward a middle ground of understanding:

  • A rush to action at the expense of reflection defies most models of leadership, which insist leaders must “get on the balcony” to see the whole picture before making a decision. How do we all become courageous instead of cowardly or rash in the face of conflict and injury is a core question here. My hope is that by pausing and going from the “arena” to the “balcony," we won’t be inadvertently deemed as racist and so foreclose dialogue, but instead move toward mutual clarification, support, and growth for all parties. (F1)

Participants who had been on the receiving end of racialized attacks had limited trust in conciliation and efforts that they considered coddling of the aggressor rather than supporting a trainee in a subordinate position and at a disadvantage to stand up for themselves. They wanted to return to their clinical duties unencumbered and protected from hurtful acts in which there was no moral equivalence between two sides: “Nasty racist patients are not going anywhere, but neither am I.” (S4)

2. Explicitness: from avoiding to naming racism

Talking about the emotionally charged topic of racism is inherently difficult. However, labeling inappropriate behaviors and hurtful actions can be a practical entry point. Just as language shapes our understanding of the world and our actions, terminology to deconstruct racialized acts can put into words what otherwise goes unsaid—but not unfelt. Most participants found the terminology of the didactic component to be helpful: differentiating racism from racist acts or considering alternatives to euphemistic terms (e.g., "racism-conscious" instead of “race-conscious"). Many agreed that acknowledging and addressing racism starts with naming actions for what they are.

Respondents differed in their views of when best to name terms explicitly and use them for good rather than potentially weaponize them. Some conceded that naming racism may or may not be advisable with the offending party in each clinical situation but must always be addressed when supporting the aggrieved party. For example, a supervisor who does not recognize a racial injury has work ahead and further personal growth; by contrast, a supervisor who does become aware of such interaction but does not name it contributes to an additional injury by making their supervisee feel unacknowledged, gaslit, dismissed—or retraumatized.

Validating the experience of the supervisee is essential, including by supervisors without personal experience on the receiving end of similar disparaging comments:

  • How can I protect somebody I supervise from something I don't fully understand? I can support them by listening and trusting their experience, as it is their life, not mine. (D5)

Indeed, the depiction of the dismissive response was considered more hurtful and ultimately more damaging than the initial racist injury: invisibility is invalidating, it cancels out and forces shut the experience. A point of consensus was that whenever invoking racism directly, the focus must be on the person's offensive behaviors, not on the person as the offense, on racist acts, rather than on the person as a racist:

  • I'm not saying you are a racist, but that what you did was racist. I'm not judging you as the person you are, but your actions were racist and hurtful to the doctor I'm supervising. (D6)

There was less uniformity regarding just when and how best to name racist acts directly with the aggressor: leaving things unsaid risks sanctioning behavior, normalizing it as either typical, expected, or an understandable reaction to stress. Such elisions could entrench views not only about racism but around any of the prevailing isms or othering perceptions, including sexism, ableism, homophobia, or xenophobia.

3. Supervisors’ ownership: from individual to shared responsibility of the event and the response to it

Participants concurred on the need for supervisors to take a direct stance, to "own" the interaction, and to lean into their protective responsibility. Nevertheless, they often felt left to their ingenuity, intuition, or interpersonal styles. Most yearned for policies and procedures to back their actions, for even imperfect guidelines setting realistic and appropriate boundaries. Involving intermediaries such as patient relations, security services, or an anonymous reporting system were all mentioned as steps in the right direction to support injured parties not to feel dismissed or isolated.

In turn, some participants questioned what would be the optimal approach for an aggrieved trainee to take. Moreover, who would be best to share the hurtful event with. Bringing up the issue felt tiring and burdensome to some; raising it with a supervisor potentially fraught with danger, risking “being labeled unprofessional, which is just code for an individual of color who stands up for themselves." (S10) Some shared a resigned, even defeatist sentiment of "having to work in elitist institutions where this form of invalidation is a daily struggle," (S11) and where aggrieved trainees all too often come to accept generic and avoidant feedback from their supervisors. They deemed the medical enterprise a "retail business in which ‘the customer is always right,’" (F3) leaving trainees in the vulnerable position of feeling unprotected. Feeling alone when confronting experiences involving racism resulted in a sense that they could trust only certain peers or select supervisors for empathy or support, yet rarely for addressing the source grievance. Supervisors who had used their authority / positions in a constructive way to combat this type of behavior were cited as all-too-rare exemplars.

4. Involving: from excusing to including the aggrieved party when confronting the aggressor

When is it reasonable to include the racially targeted individual in addressing the encounter with its offender? In support of the inclusive approach, some participants saw a potential opportunity to model through visible actions, to have the trainee join in addressing the offense at its source. They hoped for supervisors with privilege to exemplify how addressing racism is work that should not fall entirely on those who are minoritized, as an opportunity to handle power differentials, to extend a learning opportunity to the trainee or the broader group of learners. However, the prevailing view supported a different approach: responding to the offender then and there—and at a separate time with the recipient. Several Black participants expressed doubt about not being harmed, let down, or abandoned once again, of entering a clinical space

  • that is never a safe environment. We might be told it is; we might like to think it is. It may be safe for some, but for those of us who are marginalized, it's not. (S12)

Other participants preferred decoupling the tasks of addressing the racist behavior with the aggressor, and processing the experience with the trainee, giving trainees time and space for reflection, gathering outside support, and gaining agency over what could be helpful as a next step. By listening first and acting only later, and by being attuned to the trainee’s needs and timing more than to their own, a supervisor could point out that support comes not only at that moment but just as importantly, between racist acts: “it’s for the long haul." (D7)

5. Stance: from protective to paternalistic in supporting the learner’s autonomy

Supervisors can become unwittingly overprotective and paternalistic in their effort to address a racist injury effectively when supporting their charges. Centering the response on the needs of their trainee is the first way to avoid that potential trap. For example, a supervisor who “just waltzes in to save the day" (S13) can convey that only they can make things better and that the aggrieved trainee is not up to the task. Moreover, the stance can become transparently performative.

Supervisors are most welcome when "validating, affirming, and witnessing, rather than when postulating or lecturing." (D8) They are protective; they inquire openly and confidentially about what is needed at the time; whenever possible embed their support within a longer-standing relationship; they realize the limitations and the risks of providing "total protection, which they really cannot promise" (D9); they are protective, but do not veer into protectionism. It is an admittedly narrow strait to navigate:

  • How do I empower while being supportive at the same time? I want to be there for my trainee but don't want to be their rescuer, which could feel or come across as infantilizing. (S14).

Discussion

We consider our findings along the two parts of our study and as informed by the relevant theoretical frameworks underpinning each: 1) Short videos of simulated encounters can facilitate reflective practice; and 2) Behavioral response patterns can provide a framework for supervisors confronting anti-Black racism in routine clinical practice.

Short videos of simulated encounters can facilitate reflective practice

Short videos permitted participants to witness and react to challenging interactions in an asynchronous way; live simulation would likely have been too raw and aversive. The videos we created can be used as either embedded or stand-alone materials to stimulate discussion about racism and antiracism in clinical supervision. We have made the clips accessible online to interested readers, but also encourage others to create videos that reflect their own experiences.

The organization of supervisor behaviors we developed is not intended as a rubric or rigid guideline; it can instead be construed as a framework derived through, and conducive to, reflective practice. Supervisors can incorporate and refine it through a three-part approach first advanced by Donald Schön in The Reflective Practitioner 36 : First, by inviting reflection in action (i.e., while doing; in this case, as racist actions and responses unfold in real time). Second, through reflection on action (i.e., having done; in this case, returning to the interactions with both the source and the recipient of the racialized injury). Third, and perhaps most important, to elicit and guide reflection for action (i.e., towards doing; in this instance, to inform and revise future behaviors by reaffirming or repairing previous actions). Indeed, the CCPS model on which the source video encounters were developed is specifically designed as a structured activity to improve reflective skills in practice. Initially applied in the context of psychiatry 37 , in this study we repurposed the same principles to examine supervisory responses to anti-Black racism. The alliterative model of reflection associated with the CCPS model proved useful, highlighting specific cognitions and actions, such as Regulate, Relate, Reason, Relationships, and opportunities for Repair or Reaffirmation).

Behavioral response patterns can provide a framework for supervisors confronting anti-Black racism in routine clinical practice

Antiracist work is not any single group’s exclusive responsibility. Black supervisors, for example, are not inherently antiracist in their interactions, and failure to address racism effectively (as exemplified in our stimulus video of internalized racism, IVA) can cause further damage through intragroup cultural betrayal 38 . In turn, non-Black supervisors need to commit to the iterative nature of antiracism, work that requires an enduring commitment to action and recursive learning and self-reflection: “not a state of being that, once achieved, is static and unchanging…allyship should be thought of as a verb, not a noun.” 39 A necessary first step in the work of antiracism is acknowledging one's own racist behaviors, embedded within a larger socio-historical context from which non-minoritized groups inherently benefit 20 . A concrete corollary of this statement is that institutional buy-in can be critical; and yet, settings that are less welcoming or encouraging of antiracist initiatives and policies may be the ones needing them most.

We consider antiracism a lifelong journey of developmental progression rather than an ultimate point of arrival 31 . Our understanding revolves around racist actions, not of individuals as racist: one racist action does not a racist make. Do two or three, do ten such actions? We find it more constructive to think of actions as either entrenching or uprooting racism. Discrete actions can be construed in the binary of racist or antiracist, as has been advanced by Ibrahim X. Kendi 18 . And yet, those discrete behaviors do not add up to a categorical view of an individual as a racist or an antiracist; instead, as falling somewhere along an antiracist continuum that can be improved upon as a lifelong, perfectible goal. Consistent with that view and with the underlying tenets of PAR 2628 , the ultimate use of this work will be to incorporate it into the practice of its participant-beneficiaries and fellow practitioners.

The actions of a supervisor can be considered from two interdependent angles: the need for a response to the situation at hand and the need for repair with the targeted trainee. Reparative work is essential to concretize the commitment to support and protect, lest further traumatization occur through personal or institutional omission 40, 41 : supervisors need to be deliberate in checking in and following up. Repair can, and ideally should be extended to the community of learners so that everybody can benefit in a virtuous cycle. Beyond initiatives aimed at advancing diversity, equity, and inclusion, reparative justice practices are necessary to increase the representation of Black physicians in medicine 42 .

Practical implications

The behavioral framework we derived from the responses by experienced clinicians to asynchronous video stimuli can help supervisors engage in reflection to improve their antiracist practices in working with trainees. Healthcare providers who may have experienced, witnessed, or intervened in anti-Black racist interactions can also use the range of behavioral responses as a basis for facilitated discussion. Our video-based materials and initial framework of supervisor behaviors can help medical educators in faculty development efforts toward fighting anti-Black racism in clinical practice. The video materials we developed are available for viewing and download and can be used or adapted as springboards for reflective discussion or faculty development activities.

Limitations

We recognize five main limitations. First, our stimulus videos depicted overt anti-Black racist interactions and encompassed additional elements of misogyny and xenophobia. They portrayed one extreme in the continuum of anti-Black racism—but not the most pervasive. Robin DiAngelo has described the perils of "nice racism," a more subtle and insidious form in which individuals or groups shield behind an appearance of civility that protects from the "honesty and vulnerability needed for growth and change.” 33 Second, we drew our sample from a single institution, reflecting circumstances unique to its environment and region's geopolitical history and current realities. Third, we are aware of the bias inherent in selecting volunteer participants 43 . When initially approached, potential participants knew of a research study to address "clinical supervision in real time." As a result, our sample represents self-selected supervisors motivated to enhance their skills. Fourth, given that we incorporated a didactic component into the study, we can’t isolate the reaction to the videos apart from that additional content. Finally, we recognize not having analyzed findings according to sex, gender, race, or ethnicity, which could have provided additional insights into supervisors’ intersectional identities.

Conclusions

Our work builds on the foundations by other scholars seeking effective approaches for dealing with racism in clinical settings. The behavioral dimensions we describe can be incorporated and synergize those other approaches, particularly given a commonality in theoretical underpinnings. For example, one group used a before / during / after approach for residents to confront “problematic behaviors” 10 organizing responses along a timeline reminiscent of reflective practice 36 . A second group used simulated encounters to improve resident preparedness to discriminatory comments in the workplace 15 . Two other groups 1, 13 have incorporated antiracism, CRT, and reparative justice into their efforts. The twelve tips from another group incorporate practical highlights that cut across the other approaches 12 .

Our work advances previous efforts in three main ways: 1) it is one of the few studies to derive its approach through an empirical and prospective design, and to do so using patient simulation; 2) few other studies address anti-Black racism exclusively, rather than non-specific racism or microaggressions broadly defined; and 3) to our knowledge, ours is the first study centered on supervisors, rather than on students or residents. These innovative aspects could be complementary to the works outlined above. Future steps could include replication and dissemination, as well as evaluation of the impact of enhanced reflective practice by supervisors on the wellbeing of their trainees.

Notwithstanding these shortcomings, our findings can provide an approach for supervisors to engage in reflective practice, which can in turn inform their actions when next called upon to address anti-Black racism in clinical practice.

Acknowledgements

The authors are grateful for the participants' candid engagement.

Earlier versions of this work have appeared as a preprint (Anti-Black racism in clinical supervision: asynchronous simulated encounters facilitate reflective practice, https://doi.org/10.21203/rs.3.rs-1844780/v1), and as a doctoral thesis chapter (Making It Real: from telling to showing, sharing, and doing in psychiatric education. University of Groningen 2022, https://doi.org/10.33612/diss.233561387).

Funding Statement

This study was supported by the Riva Ariella Ritvo Endowment at the Yale School of Medicine, and by National Institute of Mental Health (R25 MH077823), Research Education for Future Physician-Scientists in Child Psychiatry.

The funders had no role in study design, data collection and analysis, decision to publish, or preparation of the manuscript.

[version 2; peer review: 2 approved]

Data availability

Underlying data

Even though de-identified, we do not have permission from our institutional review board for wider distribution of the raw data transcripts of this qualitative study.

The raw data supporting the conclusions of this article will be made available by the authors to bona fide researchers, upon reasonable request. Please contact to corresponding author ( andres.martin@yale.edu) to request access.

Extended data

figshare: Anti-Black racism in clinical supervision: asynchronous simulated encounters facilitate reflective practice. https://doi.org/10.6084/m9.figshare.21669506.v2 25

This project contains the videos used in this research.

Data are available under the terms of the Creative Commons Attribution 4.0 International license (CC-BY 4.0).

Author contributions

AC and AM designed the study; SA, KA, AAd, TTF, and AC designed the resident vignettes, and AAs, IG, and AM those of the supervisors. AC delivered original didactic component; AM edited the video clips. AM, LB, and MdCF conducted the qualitative analysis. AM wrote the first draft of the manuscript; all authors contributed towards and approved its final version.

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MedEdPublish (2016). 2023 Apr 27. doi: 10.21956/mep.21040.r33106

Reviewer response for version 2

Javeed Sukhera 1

Thank you for your thoughtful responses. This is a fantastic paper.

Have any limitations of the research been acknowledged?

Yes

Is the work clearly and accurately presented and does it cite the current literature?

Yes

If applicable, is the statistical analysis and its interpretation appropriate?

Not applicable

Are all the source data underlying the results available to ensure full reproducibility?

Partly

Is the study design appropriate and is the work technically sound?

Partly

Are the conclusions drawn adequately supported by the results?

Partly

Are sufficient details of methods and analysis provided to allow replication by others?

Partly

Reviewer Expertise:

Reflection, transformative learning, and equity in medical education.

I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.

MedEdPublish (2016). 2023 Apr 27.
Andres Martin 1

Thank you for your constructive feedback and kind words.

MedEdPublish (2016). 2023 Mar 13. doi: 10.21956/mep.20880.r32900

Reviewer response for version 1

Marie-Aude Piot 1

This is a very interesting piece of work. This address with relevance a burning issue which needs to be defended. Authors offer useful practical tips which should be developed.

Thank you for the opportunity to read it!

***

Introduction is streamlined and well-documented while arguing appropriately the need and originality of this study.

***

Method section is clear.

Theoretical framework about racism theory as well as about thematic analysis are well set.

The participatory research action position is really relevant in this context as theoretical framework; but this may be assumed in the whole study framework, and not only for trainees’ part. For example, debriefing (intervention) was also part of data collection (exploration). Conversely, free text comment can be considered as data collection; but – if I did not misunderstand - this can also be considered as self-reflexion fostering further reflexivity. With the third part of training, intervention and research are more intertwined (didactic influencing directly free text comment). Qualitative approach can assume this position with flexibility. But this may need to be set more explicitly reported.

Maybe even that this should be highlighted as the originality and strength of this paper, aligned with the need of the subject: participatory action research may be an efficient way to grasp what’s going on in such unmentionable field. A neutral observatory position – as simple face-to-face interview - would miss essential part of exploration while limiting the practical implications.

About creation of stimulus video :

Research and educational design used some of the most advanced in their area, respectively PAR and CCPS.

Table 1 is very relevant so that readership may figure out more precisely what was played.

Trainees and supervisors’ preparations are well-detailed.

Actor’s training section follows SBOP’s guidelines, ensuring quality of training.

These guideline mention that SP training needs to  “ Engage SPs in discussion and practice of role portrayal features (e.g., affect, signs and symptoms, behaviors)” and “Ensure SP readiness for the simulation activity through repeated practice and targeted feedback.”.

Yet in this burning issue, authors may report additionally whether they had discussions with actors about their attitudes, representations and previous experiences about racism issues, or not. This may influence PS’s position unconsciously during the play, and improve educational safety conditions accordingly.

Complementary data collection gateway are very relevant for such sensitive subject where participant may not dare tell all what they really think spontaneously; but may raised a brief limit (see limit section).

***

Results are clear, aligned with thematic analysis way of mapping data, while providing at first sight useful and practical implications.

***

Discussion provides relevant practical tips to applying results based on Schön’s approach.

Stressing developmental and progressive approach about antiracism set this discussion is a moderate position. This elicits criticism that could be done to a militant position towards researchers.

That said, assuming a repairing position complementary to educational missions seems essential.

Grounding this position in repairing justice was very relevant while offering an innovating educational framework that should be followed.

In the limit section, the sentence “As a result, our sample represents self-selected supervisors motivated to enhance their skills. » may be nuanced. Indeed, method section did not report motivation to participate in data collection. Other underlighting stakes could be involved and influence results; such as guilty or personal previous attitude towards black community with the aim to repair (rather than only improve), or conversely anger against antiracism with the aim to revenge, etc.

Aligned with the limit “given that we incorporated a didactic component into the study, we can’t isolate the reaction to the videos apart from that additional content. “, the didactic component may be both the strength (of struggling against antiracism and awful reaction reported in the reflexive part) and the limit.

On the one hand, the sensitivity of this subject and the involved educational framework may have hampered comments perceived by them as forbidden or shameful.

On the other hand, free text comments had the opportunity to grasp spontaneous thoughts with its load of authenticity but can limit in-depth developments.

Debriefing was a disposal which triggers reflexivity. Yet, presence of the group in the data collection could limit in-depth developments both because of pragmatic constraint or speech repartition and fear to mention unmoral speech. This may limit access to “nice racism” features (as presented by the authors in Robert DiAngelo concepts).

 ***

I recommend the indexing of this work.

Have any limitations of the research been acknowledged?

Partly

Is the work clearly and accurately presented and does it cite the current literature?

Yes

If applicable, is the statistical analysis and its interpretation appropriate?

Not applicable

Are all the source data underlying the results available to ensure full reproducibility?

Yes

Is the study design appropriate and is the work technically sound?

Yes

Are the conclusions drawn adequately supported by the results?

Yes

Are sufficient details of methods and analysis provided to allow replication by others?

Yes

Reviewer Expertise:

Simulation-based education

I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard.

MedEdPublish (2016). 2023 Feb 14. doi: 10.21956/mep.20880.r32937

Reviewer response for version 1

Javeed Sukhera 1

Thank you for the opportunity to review this paper. I read it with great interest.

The introduction is very well written and contains a concise summary of several important ideas. It could be enhanced by adding a bit more information about examples that may arise in clinical supervision that go beyond micro aggressions in a clinical learning environment. For example, supervisors themselves may experience micro aggressions from learners, and vice-versa. Also, introducing how critical reflection (as the author’s cite in the discussion) relates to their approach may be helpful. Alternatively, critical reflection could be mentioned in the methods as part of the authors’ theoretical and conceptual framework.

The concluding paragraph of the introduction suggests that the authors conducted a prospective empirical study to create clips, embed the clips into faculty development activities, and used qualitative methods to identify aspects that could be leveraged towards positive change. This leaves the reader confused about which activities constituted the authors’ line of inquiry. Would suggest simply saying that the study sought to explore participants reactions and the videos/didactic were used as an elicitation prompt. The creation and embedding of the videos is important work but would not necessarily be considered part of the research study itself. This clarity is important to make it evident that the paper is not written around an evaluation paradigm and should be considered research rather than evaluation.

The authors approach is grounded in participatory action research and critical qualitative epistemology. Would therefore start the section after the introduction with a section entitled, “Theoretical and Conceptual Framework” and highlight PAR, critical qualitative epistemology, and how they are complementary and suited for this study. This new section can also include the authors’ excellent 6P model which they can cite from previous work.

The section entitled “creation of stimulus videos” could be reframed as “background and setting” with more information about how the videos were created and designed in accordance with the authors' theoretical/conceptual framework. Would therefore foreground the qualitative exploratory aspects of the study before getting to the results.

The section on reflexivity could be enhanced by more information regarding the authors’ own experiences and how the team worked together through the analysis. For example, who was the primary coder? How were differences resolved? What was the role of the team members who were not involved in coding? The section on author contributions is helpful, however, more information would enhance the manuscript.

Overall the results would benefit from some re-organization. The way that it is currently written with sections includes some rich description and analysis, however, the overall narrative of the results does not seem to tie together into a cohesive thread. In addition, the section titles include terms that are not explained for the reader. For example, what do terms such as “joining” or “involving” actually mean to the participants? How were they understood and perceived differently and by whom? Were the participants reacting to the videos, or the didactic, or both?

In section 1, the third paragraph is quite fascinating and could use some elaboration about how trust or mistrust influenced participants’ reactions and perceptions.

In section 3 on ownership, it is unclear from the current 2 paragraph how they are connected to the concept of “ownership” or what “ownership” meant to the participants. The comments on the emotional labor that participants experienced and the nature of the medical “enterprise” are important, however, the second paragraph does not seem to connect to the first.

In the discussion, the two parts of the study are referenced. Again, it would be clearer if the study itself and the manuscript focused on the response patterns and how they may inform a framework as the paper does not contain sufficient details on video development, prototyping, etc.,

The discussion contains some important connections with Schon’s work. It could be further enhanced if the authors could connect existing literature on critical reflection with their own 6P framework and describe how what they learned from their inquiry may provide any unique insights. The reflective model should also be introduced in the introduction and elaborated upon in the discussion, rather than the discussion alone.

The practical implications section could us some elaboration so that medical educators may have a framework from the authors’ findings to implement/evaluate similar models in their context.

The discussion would also benefit from the author’s perspective on areas for future research.

Overall, an excellent example of the practical and empirical work needed to advance anti-racist praxis in medical education.

Have any limitations of the research been acknowledged?

Yes

Is the work clearly and accurately presented and does it cite the current literature?

Yes

If applicable, is the statistical analysis and its interpretation appropriate?

Not applicable

Are all the source data underlying the results available to ensure full reproducibility?

Partly

Is the study design appropriate and is the work technically sound?

Partly

Are the conclusions drawn adequately supported by the results?

Partly

Are sufficient details of methods and analysis provided to allow replication by others?

Partly

Reviewer Expertise:

Reflection, transformative learning, and equity in medical education.

I confirm that I have read this submission and believe that I have an appropriate level of expertise to confirm that it is of an acceptable scientific standard, however I have significant reservations, as outlined above.

MedEdPublish (2016). 2023 Apr 3.
Andres Martin 1

Reviewer 1  Thank you for the opportunity to review this paper. I read it with great interest. Thank you for your close reading and constructive recommendations.

The introduction is very well written and contains a concise summary of several important ideas. It could be enhanced by adding a bit more information about examples that may arise in clinical supervision that go beyond micro aggressions in a clinical learning environment. For example, supervisors themselves may experience micro aggressions from learners, and vice-versa. Thank you. We agree, and allude to a broad range of interactions between clinical actors: Black medical students, residents, fellows, practicing physicians, patients, and staff.  

Also, introducing how critical reflection (as the author’s cite in the discussion) relates to their approach may be helpful. Alternatively, critical reflection could be mentioned in the methods as part of the authors’ theoretical and conceptual framework. Thank you for this important suggestion. We have now added the following paragraph and references: Critical reflective practices can also support antiracist practices. By fostering an awareness of the self and the situation at hand, reflective practice can inform future actions informed by current understanding. 21a Through facilitated or individual reflection, through committed reflective practice, assumptions can be revisited and new perspectives considered. 21b At the core of reflective practice is the tenet that “being critically reflective is not a binary trait possessed (or not) by individuals. It is learnable through personally meaningful experiences.” 21c 21a. Sandars J. The use of reflection in medical education: AMEE Guide No. 44. Med Teach. 2009;31(8):685-695. doi:10.1080/01421590903050374 21b. Wilson H. Critical reflection in medical training and the biomedical world view. Med Educ. 2020;54(4):281-283. doi:10.1111/medu.14077 21c. Ng SL, Mylopoulos M, Kangasjarvi E, et al. Critically reflective practice and its sources: A qualitative exploration. Med Educ. 2020;54(4):312-319. doi:10.1111/medu.14032

The concluding paragraph of the introduction suggests that the authors conducted a prospective empirical study to create clips, embed the clips into faculty development activities, and used qualitative methods to identify aspects that could be leveraged towards positive change. This leaves the reader confused about which activities constituted the authors’ line of inquiry. Would suggest simply saying that the study sought to explore participants reactions and the videos/didactic were used as an elicitation prompt. The creation and embedding of the videos is important work but would not necessarily be considered part of the research study itself. This clarity is important to make it evident that the paper is not written around an evaluation paradigm and should be considered research rather than evaluation. Thank you. We have addressed these two points in this revised new paragraph: In an effort to enhance supervisors’ concrete tools to address racist interactions in the clinical workspace, we designed and conducted a qualitative research study (not a program evaluation) informed by a theoretical context of antiracism, CRT, reparative justice, and critical reflective practice to identify aspects that could be leveraged toward positive change in pursuit of more equitable, supportive, and protective supervision of targeted trainees. To that end, we first created as elicitation prompts a series of short video clips depicting anti-Black racist and antiracist clinical interactions based on the lived experience of those creating their content, which we embedded into faculty development activities to foster reflective practice in clinical supervision.

The authors approach is grounded in participatory action research and critical qualitative epistemology. Would therefore start the section after the introduction with a section entitled, “Theoretical and Conceptual Framework” and highlight PAR, critical qualitative epistemology, and how they are complementary and suited for this study. This new section can also include the authors’ excellent 6P model which they can cite from previous work.

The section entitled “creation of stimulus videos” could be reframed as “background and setting” with more information about how the videos were created and designed in accordance with the authors' theoretical/conceptual framework. Would therefore foreground the qualitative exploratory aspects of the study before getting to the results.

Thank you. We think that the previous change addresses these comments and that the distinction between the parts and their relative importance is now clear. We have opted to maintain the order unchanged, as we think it highlights the relative theoretical constructs in context of the paper’s different components. We hope this is acceptable and that you concur.

The section on reflexivity could be enhanced by more information regarding the authors’ own experiences and how the team worked together through the analysis. For example, who was the primary coder? How were differences resolved? What was the role of the team members who were not involved in coding? The section on author contributions is helpful, however, more information would enhance the manuscript. Thank you. We have now added:   All authors had an opportunity to review and comment on the iteratively developed codebook and ensuing manuscript, and helped in the resolution of coding discrepancies.   Overall the results would benefit from some re-organization. The way that it is currently written with sections includes some rich description and analysis, however, the overall narrative of the results does not seem to tie together into a cohesive thread. In addition, the section titles include terms that are not explained for the reader. For example, what do terms such as “joining” or “involving” actually mean to the participants? Thank you. We have added descriptive phrases to each of our five domains, realizing that they were potentially vague and abstract with them. In the case of “joining”, we now specify how the stance win question is with the aggressor, i.e., how a supervisor interacts with them:   Joining: from conciliatory to confrontational in communicating with the aggressor

How were they understood and perceived differently and by whom? Were the participants reacting to the videos, or the didactic, or both? Thank you. We note from the outset who we conducted a qualitative study in which experienced supervisors responded to seven short, videotaped interactions.

In section 1, the third paragraph is quite fascinating and could use some elaboration about how trust or mistrust influenced participants’ reactions and perceptions. In section 3 on ownership, it is unclear from the current 2 paragraph how they are connected to the concept of “ownership” or what “ownership” meant to the participants. The comments on the emotional labor that participants experienced and the nature of the medical “enterprise” are important, however, the second paragraph does not seem to connect to the first.

Thank you. We now qualify ownership as “supervisors’ ownership,” which should clarify the issue.

In the discussion, the two parts of the study are referenced. Again, it would be clearer if the study itself and the manuscript focused on the response patterns and how they may inform a framework as the paper does not contain sufficient details on video development, prototyping, etc. Thank you. We believe the aforementioned changes clarify this issue.

The discussion contains some important connections with Schon’s work. It could be further enhanced if the authors could connect existing literature on critical reflection with their own 6P framework and describe how what they learned from their inquiry may provide any unique insights. The reflective model should also be introduced in the introduction and elaborated upon in the discussion, rather than the discussion alone. Thank you. We first mention the CCPS model in the Methods section, and include in the discussion: The alliterative model of reflection associated with the CCPS model proved useful, highlighting specific cognitions and actions, such as Regulate, Relate, Reason, Relationships, and opportunities for Repair or Reaffirmation).  

The practical implications section could us some elaboration so that medical educators may have a framework from the authors’ findings to implement/evaluate similar models in their context. Thank you. We now state: The behavioral framework we derived from the responses by experienced clinicians to asynchronous video stimuli can help supervisors engage in reflection to improve their antiracist practices in working with trainees. Healthcare providers who may have experienced, witnessed, or intervened in anti-Black racist interactions can also use the range of behavioral responses as a basis for facilitated discussion. Our video-based materials and initial framework of supervisor behaviors can help medical educators in faculty development efforts toward fighting anti-Black racism in clinical practice.  The video materials we developed are available for viewing and download and can be used or adapted as springboards for reflective discussion or faculty development activities.

The discussion would also benefit from the author’s perspective on areas for future research.

Thank you. We have added: Future steps could include replication and dissemination, as well as evaluation of the impact of enhanced reflective practice by supervisors on the wellbeing of their trainees.

 Overall, an excellent example of the practical and empirical work needed to advance anti-racist praxis in medical education.

Thank you for your kind words and for excellent feedback that has improved our manuscript.

Associated Data

    This section collects any data citations, data availability statements, or supplementary materials included in this article.

    Data Availability Statement

    Underlying data

    Even though de-identified, we do not have permission from our institutional review board for wider distribution of the raw data transcripts of this qualitative study.

    The raw data supporting the conclusions of this article will be made available by the authors to bona fide researchers, upon reasonable request. Please contact to corresponding author ( andres.martin@yale.edu) to request access.

    Extended data

    figshare: Anti-Black racism in clinical supervision: asynchronous simulated encounters facilitate reflective practice. https://doi.org/10.6084/m9.figshare.21669506.v2 25

    This project contains the videos used in this research.

    Data are available under the terms of the Creative Commons Attribution 4.0 International license (CC-BY 4.0).


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