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
Significant research has been conducted and disseminated on preceptorship as an essential component in teaching and evaluating student learning in the final clinical practicum. The preceptorship triad-formally defined as an equilateral relationship among a nurse preceptor, faculty member, and undergraduate nursing student-overlooks the contextual challenges preceptors encounter. Preceptors develop relationships in the clinical setting to enhance teaching, and more importantly, to ensure student practice reflects the depth of clinical reasoning and skill acquisition necessary for safe and competent practice. Using descriptive surveys and qualitative focus groups, a research collaborative among academia, practice, and professional regulating bodies was established in southern Alberta, Canada, to research the types of knowledge nurses acquire and integrate to successfully assess, evaluate, and teach undergraduate nursing students in the clinical environment. This article describes the research findings and highlights the professional practice knowledge of nurse preceptors.
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 | 0.001 |
| 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 | 0.000 |
| 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