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Competence over confidence: uncovering lower self-efficacy for women residents during central venous catheterization training
BMC Medical Education volume 24, Article number: 923 (2024)
Abstract
Background
While women make up over 50% of students enrolled in medical school, disparities in self-efficacy of medical skills between men and women have been observed throughout medical education. This difference is significant because low self-efficacy can impact learning, achievement, and performance, and thus create gender-confidence gaps. Simulation-based training (SBT) employs assessments of self-efficacy, however, the Dunning-Kruger effect in self-assessment posits that trainees often struggle to recognize their skill level. Additionally, the impact of gender on self-efficacy during SBT has not been as widely studied. The objective of this study was to identify if the gender-confidence gap and the Dunning-Kruger effect exist in SBT for central venous catheterization (CVC) on the dynamic haptic robotic trainer (DHRT) utilizing comparisons of self-efficacy and performance.
Methods
173 surgical residents (Nwomen=61, Nmen=112) underwent training on the DHRT system over two years. Before and after using the DHRT, residents completed a 14-item Central Line Self-Efficacy survey (CLSE). During training on the DHRT, CVC performance metrics of the number of insertion attempts, backwall puncture, and successful venipuncture were also collected. The pre- and post-CLSE, DHRT performance and their relationship were compared between men and women.
Results
General estimating equation results indicated that women residents were significantly more likely to report lower self-efficacy for 9 of the 14 CLSE items (p < .0035). Mann-Whitney U and Fisher’s exact tests showed there were no performance differences between men and women for successfully accessing the vein on the DHRT. Regression models relating performance and self-efficacy found no correlation for either gender.
Conclusions
These results indicate that despite receiving the same SBT and performing at the same level, the gender-confidence gap exists in CVC SBT, and the Dunning-Kruger effect may also be evident.
Background
Despite the steady increase of the percentage of women enrolled in medical school in the United States from 27.9% in 2000 [1] to 54.6% in 2023 [2], researchers have identified a gender-confidence gap in medical training [3, 4]. This gender-confidence gap manifests as disparities in self-confidence where women underestimate and undervalue themselves compared to men [5]. This is worrisome because self-efficacy, or task- or goal- specific confidence [6, 7], has been shown to be vital in challenging environments, like medicine, due to its relationship with an individuals’ motivation to engage in tasks and to persevere when faced with training challenges [8]. Self-efficacy and self-confidence are often used interchangeably, with self-efficacy measures being used to understand confidence for specific tasks and procedures.
It is important to note that higher self-efficacy does not always correlate with improved accuracy and performance [9]. For example, research has shown that people with lower skill levels often overestimate their abilities, or people with higher skill levels underestimate their abilities, a phenomenon referred to as the Dunning-Kruger Effect [10]. This effect has been found throughout medical training, from medical students [11], to medical residency [12], to attending physicians [13] where underperformers often rate themselves higher than their actual skill levels while high performers often rate themselves lower. Understanding the Dunning-Kruger Effect is pertinent due to the clinical consequences of this phenomena. For example, medical residents with less knowledge may appear overconfident and knowledgeable but this may not be truly reflective of their actual competency for patient interaction [13] which can impact physician judgement and lead to misdiagnoses [14]. In addition, this can lead to mismatches in understanding of new physician skill levels between new physicians and their superiors [15].
Recent research has indicated that there may be gender effects in the Dunning-Kruger Effect [16]. For example, women medical students often report lower confidence than men in bedside procedures [17], and in self-rated performance on surgical clerkship [18] regardless of actual performance. Similarly, women in surgical residency often rate their knowledge on patient care [19] and general competency [20] lower than men despite no gender-based performance differences [21]. While it has been shown that women have disproportionately lower confidence than men, it is less known how different types of training may impact this.
One area that incorporates self-assessments of confidence is simulation-based training (SBT). SBT using imitations of real procedures and environments [22, 23], or simulators which can be full or part body manikins, part task trainers, or other forms, to allow physicians to practice before working with live patients [24, 25]. SBT has been widely integrated throughout medical education due to its low-risk, hands-on practice [26, 27] and often includes approaches to mastery-based learning including checklists and other forms of assessment [28, 29]. Measures of confidence, including self-efficacy, are sometimes used in SBT to provide an indication of trainee learning [8, 30], though self-assessments in medical education are often reinforced with other skills assessments [31]. Self-efficacy is an important construct in SBT due to its relationship with learning [6, 30] and achievement [32, 33]. For example, in medical training, participation in SBT has been shown to significantly increase trainee self-efficacy for acute skills [34], emergency room preparedness [35], intercostal drain insertion [36], and central venous catheterization (CVC) [37]. However, the gender-confidence gap has been shown to manifest in SBT [38] with one study showing that women had lower self-efficacy for obstetric emergency after SBT training despite the fact that there were no gendered performance differences [39]. However, few studies exist that explore the relationship between gender, confidence, and simulation training. Exploring these effects is important due to of the relationship between confidence and competence [40] in medicine and how they often change together.
One procedure that is useful for exploring the impact of the gender-confidence gap in SBT in medical residency is central venous catheterization (CVC). CVC is a complex, high volume [41] medical procedure with up to a 15% error rate [42] ranging from infectious to mechanical complications. CVC is a bi-manual task that requires a physician to utilize both their dominant and nondominant hands to manage an ultrasound probe and needle and insert a catheter into a central vein for critical medication delivery to the bloodstream [41]. A physician who was performed less than 50 catheterizations is twice as likely to cause complications [41], indicating a need to better understand CVC training.
CVC is typically taught using SBT [43] including one of the newest SBT systems, the Dynamic Haptic Robotic Trainer (DHRT) [44], see Fig. 1. The DHRT uses haptic robotic simulation and mock ultrasound to train residents on CVC needle insertion for multiple patient anatomies, because in live patients the location and depth of the internal jugular vein can vary [45]. The DHRT is as effective as manikin training for CVC in skill and self-efficacy gains [46, 47], and is more beneficial than manikin training due to its objective scoring and real-time feedback.
In light of this previous work, the objective of this study was to compare self-efficacy and performance between men and women residents to answer the following research questions (RQs):
RQ1
Is there a gender-confidence gap in CVC SBT pre- or post-training?
RQ2
Are there gender-based performance differences in CVC SBT for technical skills at the end of training?
RQ3
RQ3: Does the Dunning-Kruger effect exist in CVC SBT post-training?
For RQ1, we hypothesized that women residents would have lower CVC self-efficacy than men residents both pre- and post-training based on previous work thatindicated that women in graduate and post-graduate medical training rate themselves lower in perceived clinical skills [20], performance [18], and confidence [39] than men. For RQ2, we hypothesized that there would be no significant differences in CVC SBT performance between genders based on prior work that found that men and women do not differ in performance for clinical knowledge or technical skills at the residency level [20, 39]. For RQ3, we hypothesized that there would be no significant relationship between these variables for either gender, thus supporting the existence of the Dunning-Kruger effect in CVC SBT based on prior literature that found that medical residents’ ability to accurately self-assess skills was weak, [12], and that medical trainees are often unaware of their actual skill level [10].
Methods
Procedures
At the start of the study, and prior to training, residents consented to participate in this research by providing informed consent, through an online platform. Next, participants completed an online central line training that consisted of a demographic survey, a pre-online training knowledge assessment, eight interactive video modules that focused on CVC content and steps of the procedure, and a post-online training knowledge assessment, see [48] and the appendix for detailed description of the online training protocol.
After completing the online training, residents attended an in-person training session. At the start of the training, residents completed a pre-training central line self-efficacy (CLSE) survey. Next, each resident completed a set of trials on the DHRT. In the 2021 cohort, residents at both medical centers performed a total of six trials on the DHRT regardless of performance. In 2022 the system was updated so that the number of trials each resident completed was based on previous performance. To complete training, residents in 2022 had to complete two successful venipunctures on the DHRT after a mandatory training trial, defined as vessel access with minimal insertion attempts and no serious error (e.g. arterial puncture). Thus, the minimum number of insertions required based on the procedure per 2022 resident was 3 and the maximum was 6. Additionally, surgical residents (June_M1) at medical center 1 in 2021, and all residents at medical center 1 in 2022 received additional hands-on procedural practice covering the steps of CVC in greater depth than provided on the DHRT system. For this extra procedural training, the DHRT was extended so residents had a full CVC kit and interactive feedback on steps of the procedure past the needle insertion that is covered on the DHRT. Finally, residents completed a post-training CLSE survey. All residents received the same training regardless of participation in the study. Non-study residents still filled out the CLSE survey for the flow of the training and so that they could visualize their own changes in self-efficacy, however, their results were destroyed after training and not use for analysis.” See Fig. 2 for the complete procedural flow.
Metrics
In order to answer our research questions, the following metrics were computed.
Performance metrics
The DHRT measures performance on each trial based on previous research [44, 49]. For the current study, the performance on the last trial was used as this was the Verification of Proficiency test. The performance variables of interest for the current study were number of insertion attempts, backwall puncture, and successful venipuncture without arterial puncture. These metrics are defined below.
Insertion attempts
Insertion attempts was computed by the system as the number of insertions it took to achieve access to the vein. For example, if the trainee pierced the needle into the DHRT and then removed the needle fully and re-insert it to readjust, two insertion attempts were computed. Limiting insertion attempts is important to reduce the likelihood of infectious complications associated with multiple needle sticks [50].
Backwall puncture
A backwall puncture was computed every time a resident inserted the needle into the vein but also punctured the back side of the vessel. Avoiding backwall puncture is necessary to limit the risk of accidental arterial puncture and decrease the risk of treatment complexity caused by mechanical complications [41].
Successful venipuncture
A successful trial was computed when a resident accessed the vein without puncturing the carotid artery or through the backwall of the vein. Puncturing the carotid artery can lead to serious complications like stroke and death [41] and potentially the insertion of the catheter into the wrong vessel and as such needs to be avoided [51].
Central-line self-efficacy (CLSE)
A five-point, 14-item Likert-scale CVC self-efficacy, referred to as the Central-Line Self-Efficacy (CLSE) developed in prior work [39] was used to assess resident confidence on the procedure. On the CLSE, residents rated themselves in their belief in their ability where a one represented not at all confident and five represented extremely confident. The first ten items on the CLSE survey focused on the specific steps of the procedure such as “modifying the needle trajectory” while the last four questions related to broader aspects of the procedure such as “conducting the entire procedure on a simulator”. The full CLSE survey can be found here, however, please note that in later trainings the CLSE was updated to 19-items, so only the first 14 items are relevant to the current study.
Statistical analysis
To assess gender-confidence gaps in CVC SBT (RQ1), a general estimating equation (GEE) was computed with gender and self-efficacy type (pre- or post-training) and their interaction as the independent variables and the 14 CLSE questions as the dependent variables. To account for any potential effect of the additional procedural training in 2022 on self-efficacy, training year was also included as a variable. A GEE was used to extend the standard generalized linear regression model and account for the repeated measures of the pre and posttest. All assumptions were met for the GEE. To assess gender-based performance gaps (RQ2), a Mann-Whitney U test was conducted for the continuous variable, insertion attempts. Fisher’s exact test was conducted for the dichotomous performance variables, backwall puncture and successful venipuncture. All assumptions were met for both of these analyses. Finally, to assess the Dunning-Kruger effect (RQ3), regression analyses were conducted to determine if there was a correlation between self-efficacy and performance. Prior to this, the internal reliability of the CLSE was verified (Cronbach’s alpha = 0.952) justifying the aggregation of the 14 items on the CLSE into one average score. For each regression analysis, the performance metric was the response variable and post self-efficacy, gender, and their interaction were the predictor variables. Linear regression was conducted for the continuous variable, insertion attempts, and binary logistic regression was run for the two dichotomous variables, backwall puncture and successful venipuncture. The analysis was conducted with the entire dataset to determine the significance of the interaction term and then the dataset was split and a follow-up analysis was run within each gender to determine if one had a stronger significant relationship than the other. Assumptions were checked and outliers were found for all three variables, determined true outliers not due to measurement error, and kept in for the analysis. All other assumptions were met for all regression models. A power hoc power calculation was conducted based on the effect size from found the chi-square statistic used in the GEE and found that the statistical power ranged from 0.694 to 0.975.
Results
Participants
One hundred and seventy-three residents (Nwomen=61, Nmen=112) from two residency cohorts (N2021 = 72 and N2022 = 101) and two medical centers (NM1=103, NM2=70) were recruited from the new resident bootcamp over a span of two summers with trainings running from June through September, see Table 1 for participant breakdown. The sample size used in the study was a convenience sample dictated by the number of residents in training and willing to participate each year. While the bootcamp was mandatory for all residents, participation in this research was voluntary and only residents who provided informed consent were included in this study. There were no major demographic differences between the two training years.
RQ1: Is there a gender-confidence gap in CVC SBT pre- or post- training?
A Bonferroni adjustment was applied to account for repeated measures on the CLSE survey [52], resulting in an family wise error rate (α) of 0.0035. GEE results indicated that gender was a significant predictor with women ranking lower for 9 of the 14 variables (see Fig. 3 for mean values) including using tactile feedback during placement (Wald χ2 = 18.814, p < .001), using tactile feedback to identify the vessel (Wald χ2 = 20.045, p < .001), advancing the introducer needle (Wald χ2 = 11.053, p < .001), modifying the needle trajectory (Wald χ2 = 12.492, p < .001), identifying the needle in location (Wald χ2 = 8.733, p = .003), using tactile feedback to guide the needle (Wald χ2 = 14.216, p < .001), placing the needle in one attempt (Wald χ2 = 17.888, p < .001), placing the needle in multiple attempts (Wald χ2 = 9.314, p = .002), and conducting the entire procedure without mistakes (Wald χ2 = 9.975, p = .002), aligning with our hypothesis. Parameter estimates for the nine CLSE items where gender was a significant predictor indicated that a resident who identified as a woman was more likely to rate themselves lower than their men counterparts, see Table 1. Additionally, the interaction between self-efficacy type (pre or post) and gender was significant for conducting the entire procedure without mistakes (Wald χ2 = 12.350, p < .001) meaning that the impact of gender on this variable varied based on the test condition, though gender was not a significant predictor for this variable (p = .004). Positive parameter values [0.987(0.2822), < 0.001] for women indicate that identifying as a woman impacted pre-CLSE more than post-CLSE for this variable, though both were lower than for men. Training year did not have a significant impact on any of the 14 variables. See Table 1 for full significant results. For all 14 CLSE questions, there were significant increases pre- to post-test for both genders (p < .001), aligning with our hypothesis. These results indicate that the gender-confidence gap is evident in CVC training both before and after exposure to SBT.
RQ2
Are there gender-based performance differences in CVC SBT for technical skills at the end of training?
A Bonferroni adjustment was applied to account for repeat testing for the three performance variables [52], resulting in an family wise error rate (α) of 0.017. For backwall puncture, 95.5% of men avoided backwall puncture and 95.1% of women avoided backwall puncture, with Fisher’s exact test finding no statistically significant difference (p = 1.00). For successful venipuncture, 84.8% of men successfully accessed the vein and 90.1% of women successfully accessed the vein, with Fisher’s exact test finding no significant difference (p = .360). Finally, for the number of insertion attempts, a Mann-Whitney U-test found no significant differences (U = 271.94, z = 0.507, p = .612) between men (M = 1.78, SD = 1.324) and women (M = 1.75, SD = 1.633). These results support our hypothesis that no gender differences in performance in CVC SBT exist post-training.
RQ3: Does the Dunning-Kruger effect exist in CVC SBT post-training?
A Bonferroni adjustment was applied to account for repeat testing for the three performance variables [52], resulting in an family wise error rate (α) of 0.017. For insertion attempts, the linear regression model was unable to significantly predict performance for the whole population based on gender, self-efficacy, and their interaction F(3,169) = 2.719, p = .046. When divided by gender, the linear regression models for insertion attempts were unable to significantly predict performance for men, F(1,109) = 4.214, p = .042, or for women, F [1, 53] = 3.308, p = .074 based on self-efficacy. For backwall puncture, the binary logistic regression model was not significant for the whole population χ2 [3] = 0.720, p = .869. When divided by gender, the binary logistic regression models for backwall puncture were not significant for men, χ2 [1] = 0.570, p = .450 or for women χ2 [1] = 0.604, p = .437. For successful insertion, the binary logistic regression model was not significant for the whole population χ2 [3] = 4.306, p = .230. When divided by gender, the binary logistic regression models for successful insertion were not significant for men, χ2 [1] = 1.349, p = .245 or for women χ2 [1] = 0.2.473, p = .116. The results indicating that no models were able to significantly predict performance based on the aggregated post CLSE support our hypothesis that neither men nor women would be able to accurately assess their performance based on confidence. These results indicate that the Dunning-Kruger effect may exist for both genders in CVC SBT.
Discussion
The objective of this study was to compare self-efficacy and DHRT performance between men and women residents to assess for the gender confidence gap and the Dunning-Kruger effect. The main findings were that the gender confidence gap was evident for nine of the variables on the CLSE, there were no significant differences in CVC SBT performance between men and women, and initial evidence of the Dunning-Kruger effect was found.
These results on self-efficacy support previous literature in obstetrics [39] and general and plastic surgery [20] that found that women had lower self-efficacy than men in training despite there being no performance differences [16–17].Of the variables that women had lower self-efficacy for, three were related to using tactile feedback, five were related to using the needle, and one was related to overall procedural confidence. Importantly, despite having lower self-efficacy for items related to the use of the needle, there were no actual differences in the ability to achieve successful venipuncture, avoid backwall puncture, or reduce insertion attempts on the DHRT, making these lower self-efficacy ratings unfounded and aligning with previous studies [20, 39, 54].
Previous literature has also indicated the existence of the Dunning-Kruger effect in medical training for decades [10] positing that new medical trainees are unable to accurately assess their performance [11] regardless of gender [14], [34]. Our results align with previous literature in this area, finding that neither men nor women were able to accurately assess their performance. Regardless of inaccuracies, women still rated themselves lower on the majority of items on the post training CLSE compared to men, suggesting a potential variance in self-rating between genders. To fully explain this finding, a follow-up study should be conducted with a larger, more balanced sample size. Both the Dunning-Kruger effect and the gender confidence gap are important in medical education because they can impact a physician’s performance in clinical practice [14, 20]. As such, this study adds to the literature that these phenomena may be occurring early in training.
This study focused specifically on self-efficacy and performance for CVC SBT based on training with the DHRT, but the results are reflective of a greater problem with the gender-confidence gap in residency training. Understanding the gender-confidence gap in medicine and why women underestimate their abilities more than men do is pertinent because of the impact that low self-efficacy can gave on learning, achievement, persistence [55], well-being and burnout [56]. Leaving confidence discrepancies unaddressed could lead to increased challenges as women progress in their fields [56, 57], and more women leaving the field [58].
Some programs have started to highlight resources or created tasks forces for physicians to utilize to help fix gender disparities in medicine [59], including The American Medical Association (AMA) [60]. More studies should also be conducted exploring the gender-confidence gap in simulation training for other procedures to better understand how this impacts medical education and mastery-based learning. The field of medical education would benefit greatly by lessening the gender-confidence gap for trainees due to the relationships between confidence and competence in the medical profession [40].
There are several limitations in this study that must be addressed. One limitation of this study was that we did not evaluate gender and race/ethnicity interactions due to the limited sample size in race/ethnicity. Another limitation is that the dataset lacked adequate representation for genders other than men and women and therefore we were only able to study gender as binary. Future work should explore larger sample sizes with more demographic representation to analyze self-efficacy on a larger scale. In addition, this study contained data from only two U.S. medical centers that integrated the DHRT training. As such, the generalizability of the findings is needed across training systems and across institutions. Another limitation of this work is the duality of the Dunning-Kruger effect meaning that it is impossible to know from this study if women were rating themselves lower than men for self-efficacy because they were truly less confident, or if it could be because they were learning more and more aware of where their skills lacked. To this point, we also cannot tell from this study if men overestimated their abilities. To validate this, future work should include a longitudinal study to follow their progression of learning throughout training and to fully understand if and how these phenomena impact clinical skill transfer and patient care. Finally, the system flow of the DHRT changed between training years modifying how many trials each person needed to complete which may have contributed to changes in self-efficacy between years. As such, this should be explored in future work.
Conclusion
While medical education has reached gender parity, the gender-confidence gap and the Dunning-Kruger effect are still found to impact self-efficacy at the residency level for SBT. We found that women were significantly more likely to have lower self-efficacy for half of the CLSE survey items, there were no performance differences between men and women on the DHRT, and no performance and self-efficacy correlation. These results indicate an increased need to evaluate gender-differences and the Dunning-Kruger effect in resident SBT. Future work should be conducted to further evaluate these findings.
Data availability
The datasets used and/or analyzed during the current study are available from the corresponding author on reasonable request.
Abbreviations
- NIH:
-
National Institutes of Health
- CVC:
-
Central Venous Catheterization
- US-IJCVC:
-
Ultrasound Guided Central Venous Catheterization
- DHRT:
-
Dynamic Haptic Robotic Trainer
- SBT:
-
Simulation-Based Training
- CLSE:
-
Central Line Self-Efficacy Survey
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Acknowledgements
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This work was supported by the National Institutes of Health (NIH) under Award Number RO1HL127316. The content is solely the responsibility of the authors and does not necessarily represent the official views of the NIH.
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HT performed study design, data collection, and analysis and wrote this manuscriptLS provided study design support, data collection support and manuscript editingMY provided data collection supportPN provided data collection supportJM provided study design support and data collection support SM acted as the PI, provided study design support, data collection support and manuscript editing.
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All experimental protocols used in this study were approved by the Institutional Review Board (IRB) at Penn State University. All participants in this study were over 18 and provided informed consent for this study, as per the IRB approved protocol. The participants elected to participate in this study as part of their required residency training. Before giving consent, residents were informed that the study was to “compare the learning gains on central venous catheterization (CVC) insertion procedures of first year residents” the data would be used to “guide the development of better training systems for central venous catheterization.” The decision to use existing data to analyze self-efficacy differences between men and women was made post hoc.”
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Two of the authors (Drs. Miller and Moore) are listed as inventors for the DHRT system on a patent (United States Patent No. US 11,373,553 B2, approved June 28, 2022). Additionally, Drs. Miller and Moore own equity in Medulate, which has an interest in this project. Dr. Miller and Moore’s ownership in this company has been reviewed by the University’s Individual Conflict of Interest Committee and is currently being managed by the University.
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Appendices
Appendix A: CVC Details
CVC is most commonly conducted with ultrasound guidance into the right internal jugular vein (US-IJCVC) [53, 61], and requires a series of bi-manual steps to complete the procedure. These steps include manipulating an ultrasound probe in one hand while inserting a needle into the internal jugular vein, while avoiding other anatomy like the carotid artery [62]. Once the vein is accessed, a catheter can be inserted; however, most training for CVC focuses just on the initial needle insertion.
Appendix B: DHRT details
Each time the trainee uses the system, they are presented with a graphical user interface (GUI) with personalized feedback on their performance, including number of insertion attempts and where to improve if insertion was not successful [63]. The focus of training on the DHRT is achieving successful venipuncture by inserting the needle into the vein in one attempt without puncturing through the backwall of the vein. The DHRT aims to reduce the likelihood of mechanical complications that are often caused by human error and training deficits [41] such as puncturing the vein backwall [64] or puncturing the carotid artery [41, 51].
Appendix C: description of online training
The eight online video modules trained residents on: [1] introduction to CVC, [2] an overview of CVC steps as defined by the New England Journal of Medicine [3, 65] an overview of the benefits and risks of each access site for CVC, [4] best practices to use CVC equipment, [5] rapid central vein assessment with ultrasound, [6] mechanical procedures for troubleshooting, [7] complication types and how to identify them, and [8] monitoring the patient and removing the catheter. To pass the online training, residents needed to receive a post-training assessment score of 80% or higher, multiple attempts were allowed.
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Tzamaras, H., Sinz, E., Yang, M. et al. Competence over confidence: uncovering lower self-efficacy for women residents during central venous catheterization training. BMC Med Educ 24, 923 (2024). https://doi.org/10.1186/s12909-024-05747-x
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DOI: https://doi.org/10.1186/s12909-024-05747-x