Reporting or Reconstructing? The Zine as a Medium for Reflecting on Research Experiences
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 a research-based course, undergraduate third year students were asked to submit their reflections on their research experience in the zine medium. While the literature shows that the zine medium can encourage students to reflect meaningfully about their experiences, evaluating the medium, which is a mix of text and visuals, can be challenging for the instructor. This paper explores the value of zines as a medium for reflection using the 4R Reflection Scale as a framework. The 4R Scale by Ryan and Ryan (2015) outlines four levels, reporting and responding, relating, reasoning and reconstructing, to determine the depth of thinking in the reflection. The zines analyzed using the 4R Reflection Scale show that students were likely to report and respond on their research experience (lowest level on the reflection scale) rather than reconstruct (highest level on the reflection scale).
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 | 0.014 | 0.107 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.005 |
| Open science | 0.001 | 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