Epistemological Appropriation in One High School Student’s Learning in Cooperative Education
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
In this study, detailed observations and interviews from a high school student’s semester-long cooperative (co-op) placement in a dental practice are used to exemplify Hung’s theoretical approach to understanding situated learning. Using Hung’s theory of epistemological appropriation in an analysis of the coop supervisor’s regulatory behaviors (scaffolding, modeling, and coaching) and of the novice’s corresponding regulatory behaviors (submitting, mirroring, and constructing) helped to explain the developments in this student’s learning, actions, and beliefs. In contrast to the progression suggested by Hung’s theory, this study reports daily examples of all types of regulatory behaviors, with scaffolding/submitting being most prominent. The discussion focuses on how Hung’s theory of regulatory behaviors informs supervisors’ improving opportunities for novices’ learning and informs novices’ engagement in epistemological appropriation in work-based learning.
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 | 0.003 | 0.002 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.002 |
| Insufficient payload (model declined to judge) | 0.002 | 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