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
Despite the widespread implementation of competency-based medical education, there are growing concerns that generally focus on the translation of physician roles into "measurable competencies." By breaking medical training into small, discrete, measurable tasks, it is argued, the medical education community may have emphasized too heavily questions of assessment, thereby missing the underlying meaning and interconnectedness of how physician roles shape future physicians. To address these concerns, the authors argue that an expanded approach be taken that includes a focus on professional identity development. The authors provide a conceptual analysis of the issues and language related to a broader focus on understanding the relationship between the development of competency and the formation of identities during medical training. Including identity alongside competency allows a reframing of approaches to medical education away from an exclusive focus on "doing the work of a physician" toward a broader focus that also includes "being a physician." The authors consider the salient literature on identity that can inform this expanded perspective about medical education and training.
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 | 0.002 |
| 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 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.004 | 0.001 |
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