Features of assessment learners use to make informed self‐assessments of clinical performance
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
CONTEXT: Conceptualisations of self-assessment are changing as its role in professional development comes to be viewed more broadly as needing to be both externally and internally informed through activities that enable access to and the interpretation and integration of data from external sources. Education programmes use various activities to promote learners' reflection and self-direction, yet we know little about how effective these activities are in 'informing' learners' self-assessments. OBJECTIVES: This study aimed to increase understanding of the specific ways in which undergraduate and postgraduate learners used learning and assessment activities to inform self-assessments of their clinical performance. METHODS: We conducted an international qualitative study using focus groups and drawing on principles of grounded theory. We recruited volunteer participants from three undergraduate and two postgraduate programmes using structured self-assessment activities (e.g. portfolios). We asked learners to describe their perceptions of and experiences with formal and informal activities intended to inform self-assessment. We conducted analysis as a team using a constant comparative process. RESULTS: Eighty-five learners (53 undergraduate, 32 postgraduate) participated in 10 focus groups. Two main findings emerged. Firstly, the perceived effectiveness of formal and informal assessment activities in informing self-assessment appeared to be both person- and context-specific. No curricular activities were considered to be generally effective or ineffective. However, the availability of high-quality performance data and standards was thought to increase the effectiveness of an activity in informing self-assessment. Secondly, the fostering and informing of self-assessment was believed to require credible and engaged supervisors. CONCLUSIONS: Several contextual and personal conditions consistently influenced learners' perceptions of the extent to which assessment activities were useful in informing self-assessments of performance. Although learners are not guaranteed to be accurate in their perceptions of which factors influence their efforts to improve performance, their perceptions must be taken into account; assessment strategies that are perceived as providing untrustworthy information can be anticipated to have negligible impact.
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 | 0.002 | 0.007 |
| 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) | 0.001 | 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