Roads less traveled: understanding the “why” in simulation as an integrated continuing professional development activity
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
BACKGROUND: The simulation community has experienced significant advances, strengthening the case for the use of simulation in medical education toward improving patient outcomes. However, an underlying assumption particularly regarding utilization of simulation by those who are in practice, is that simulation will be selected as a continuing professional development (CPD) strategy. Exploring reasons for choices of educational formats, particularly regarding simulation, is poorly integrated into CPD research. DISCUSSION: Despite significant advances the scientific simulation community has been slow to produce evidence regarding why practitioners may be reserved in engaging in simulation or not. Using examples from related education contexts the author attempts to bridge simulation science, CPD and less commonly used theoretical frameworks to address this issue. The author argues that theoretical perspectives that recognize the use of simulation for CPD as a socio-personal process and/or a personal or group issue (e.g., theories of intelligence, self-determination theory, theory of planned behavior, social identity theory) and that are conceptually distinct from educational mechanisms/ provision are necessary to advance simulation use in CPD contexts. CONCLUSION: Given the close relationship practicing clinicians have to patient outcomes a new imperative may be to focus on the theoretical and practical links informing simulation use for CPD at the level of the individual and individual-among-professional groups. The simulation community may therefore need to engage in research that attempts to further uncover and address underlying issues of "why" clinicians integrate simulation as CPD activities or not.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it