Teaching professionalism: general principles
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
There are educational principles that apply to the teaching of professionalism during undergraduate education and postgraduate training. It is axiomatic that there is a single cognitive base that applies with increasing moral force as students enter medical school, progress to residency or registrar training, and enter practice. While parts of this body of knowledge are easier to teach and learn at different stages of an individual's career, it remains a definable whole at all times and should be taught as such. While the principle that self-reflection on theoretical and real issues encountered in the life of a student, resident or practitioner is essential to the acquisition of experiential learning and the incorporation of the values and behaviors of the professional, the opportunities to provide situations where this can take place will change as an individual progresses through the system, as will the sophistication of the level of learning. Teaching the cognitive base of professionalism and providing opportunities for the internalization of its values and behaviors are the cornerstones of the organization of the teaching of professionalism at all levels. Situated learning theory appears to provide practical guidance as to how this may be implemented. While the application of this theory will vary with the type of curriculum, the institutional culture and the resources available, the principles outlined should remain constant.
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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 | 0.000 |
| 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) | 0.007 | 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